Breast Cancer Detection

ITE2006 - Data Mining Techniques - J Component

Group Members:

• 19BIT0346 - Aashish Bansal
• 19BIT0260 - Akshat Jain

About the Dataset

Features are computed from a digitized image of a fine needle aspirate (FNA) of a breast mass. They describe characteristics of the cell nuclei present in the image. In the 3-dimensional space is that described in: [K. P. Bennett and O. L. Mangasarian: "Robust Linear Programming Discrimination of Two Linearly Inseparable Sets", Optimization Methods and Software 1, 1992, 23-34].

Link to UCI Machine Learning Repository for Dataset: https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+%28Diagnostic%29

Attribute Information:

1. ID number
2. Diagnosis (M = malignant, B = benign)

3. Ten real-valued features are computed for each cell nucleus:

   1. radius (mean of distances from center to points on the perimeter)
   2. texture (standard deviation of gray-scale values)
   3. perimeter
   4. area
   5. smoothness (local variation in radius lengths)
   6. compactness (perimeter^2 / area - 1.0)
   7. concavity (severity of concave portions of the contour)
   8. concave points (number of concave portions of the contour)
   9. symmetry
   10. fractal dimension ("coastline approximation" - 1)

The mean, standard error and "worst" or largest (mean of the three largest values) of these features were computed for each image, resulting in 30 features. For instance, field 3 is Mean Radius, field 13 is Radius SE, field 23 is Worst Radius.

All feature values are recoded with four significant digits.

Missing attribute values: None

Class distribution:

• Benign - 357
• Malignant - 212

Importing the Libraries

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import scipy as sp
import warnings
import os 
warnings.filterwarnings("ignore")
import datetime

Loading the Dataset

Reading the CSV File

df=pd.read_csv('breast_cancer.csv')

Display of Records

df.head()      #displaying the head of dataset

	id	diagnosis	radius_mean	texture_mean	perimeter_mean	area_mean	smoothness_mean	compactness_mean	concavity_mean	concave points_mean	...	texture_worst	perimeter_worst	area_worst	smoothness_worst	compactness_worst	concavity_worst	concave points_worst	symmetry_worst	fractal_dimension_worst	Unnamed: 32
0	842302	M	17.99	10.38	122.80	1001.0	0.11840	0.27760	0.3001	0.14710	...	17.33	184.60	2019.0	0.1622	0.6656	0.7119	0.2654	0.4601	0.11890	NaN
1	842517	M	20.57	17.77	132.90	1326.0	0.08474	0.07864	0.0869	0.07017	...	23.41	158.80	1956.0	0.1238	0.1866	0.2416	0.1860	0.2750	0.08902	NaN
2	84300903	M	19.69	21.25	130.00	1203.0	0.10960	0.15990	0.1974	0.12790	...	25.53	152.50	1709.0	0.1444	0.4245	0.4504	0.2430	0.3613	0.08758	NaN
3	84348301	M	11.42	20.38	77.58	386.1	0.14250	0.28390	0.2414	0.10520	...	26.50	98.87	567.7	0.2098	0.8663	0.6869	0.2575	0.6638	0.17300	NaN
4	84358402	M	20.29	14.34	135.10	1297.0	0.10030	0.13280	0.1980	0.10430	...	16.67	152.20	1575.0	0.1374	0.2050	0.4000	0.1625	0.2364	0.07678	NaN

5 rows × 33 columns

Shape of the Dataset

df.shape       

(569, 33)

Columns in the Dataset

data_columns = df.columns     #displaying the columns of dataset

data_columns

Index(['id', 'diagnosis', 'radius_mean', 'texture_mean', 'perimeter_mean',
       'area_mean', 'smoothness_mean', 'compactness_mean', 'concavity_mean',
       'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean',
       'radius_se', 'texture_se', 'perimeter_se', 'area_se', 'smoothness_se',
       'compactness_se', 'concavity_se', 'concave points_se', 'symmetry_se',
       'fractal_dimension_se', 'radius_worst', 'texture_worst',
       'perimeter_worst', 'area_worst', 'smoothness_worst',
       'compactness_worst', 'concavity_worst', 'concave points_worst',
       'symmetry_worst', 'fractal_dimension_worst', 'Unnamed: 32'],
      dtype='object')

Checking the meta information about the Data

df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 569 entries, 0 to 568
Data columns (total 33 columns):
 #   Column                   Non-Null Count  Dtype  
---  ------                   --------------  -----  
 0   id                       569 non-null    int64  
 1   diagnosis                569 non-null    object 
 2   radius_mean              569 non-null    float64
 3   texture_mean             569 non-null    float64
 4   perimeter_mean           569 non-null    float64
 5   area_mean                569 non-null    float64
 6   smoothness_mean          569 non-null    float64
 7   compactness_mean         569 non-null    float64
 8   concavity_mean           569 non-null    float64
 9   concave points_mean      569 non-null    float64
 10  symmetry_mean            569 non-null    float64
 11  fractal_dimension_mean   569 non-null    float64
 12  radius_se                569 non-null    float64
 13  texture_se               569 non-null    float64
 14  perimeter_se             569 non-null    float64
 15  area_se                  569 non-null    float64
 16  smoothness_se            569 non-null    float64
 17  compactness_se           569 non-null    float64
 18  concavity_se             569 non-null    float64
 19  concave points_se        569 non-null    float64
 20  symmetry_se              569 non-null    float64
 21  fractal_dimension_se     569 non-null    float64
 22  radius_worst             569 non-null    float64
 23  texture_worst            569 non-null    float64
 24  perimeter_worst          569 non-null    float64
 25  area_worst               569 non-null    float64
 26  smoothness_worst         569 non-null    float64
 27  compactness_worst        569 non-null    float64
 28  concavity_worst          569 non-null    float64
 29  concave points_worst     569 non-null    float64
 30  symmetry_worst           569 non-null    float64
 31  fractal_dimension_worst  569 non-null    float64
 32  Unnamed: 32              0 non-null      float64
dtypes: float64(31), int64(1), object(1)
memory usage: 146.8+ KB

df.describe(percentiles=[0.1,0.25,0.45,0.55,0.75,0.95])      #description of dataset 

	id	radius_mean	texture_mean	perimeter_mean	area_mean	smoothness_mean	compactness_mean	concavity_mean	concave points_mean	symmetry_mean	...	texture_worst	perimeter_worst	area_worst	smoothness_worst	compactness_worst	concavity_worst	concave points_worst	symmetry_worst	fractal_dimension_worst	Unnamed: 32
count	5.690000e+02	569.000000	569.000000	569.000000	569.000000	569.000000	569.000000	569.000000	569.000000	569.000000	...	569.000000	569.000000	569.000000	569.000000	569.000000	569.000000	569.000000	569.000000	569.000000	0.0
mean	3.037183e+07	14.127292	19.289649	91.969033	654.889104	0.096360	0.104341	0.088799	0.048919	0.181162	...	25.677223	107.261213	880.583128	0.132369	0.254265	0.272188	0.114606	0.290076	0.083946	NaN
std	1.250206e+08	3.524049	4.301036	24.298981	351.914129	0.014064	0.052813	0.079720	0.038803	0.027414	...	6.146258	33.602542	569.356993	0.022832	0.157336	0.208624	0.065732	0.061867	0.018061	NaN
min	8.670000e+03	6.981000	9.710000	43.790000	143.500000	0.052630	0.019380	0.000000	0.000000	0.106000	...	12.020000	50.410000	185.200000	0.071170	0.027290	0.000000	0.000000	0.156500	0.055040	NaN
10%	8.531554e+05	10.260000	14.078000	65.830000	321.600000	0.079654	0.049700	0.013686	0.011158	0.149580	...	17.800000	72.178000	384.720000	0.102960	0.093676	0.045652	0.038460	0.226120	0.065792	NaN
25%	8.692180e+05	11.700000	16.170000	75.170000	420.300000	0.086370	0.064920	0.029560	0.020310	0.161900	...	21.080000	84.110000	515.300000	0.116600	0.147200	0.114500	0.064930	0.250400	0.071460	NaN
45%	9.013102e+05	12.996000	18.342000	84.066000	518.280000	0.094034	0.085074	0.052838	0.029998	0.175620	...	24.632000	94.352000	633.620000	0.128900	0.199100	0.193380	0.091348	0.275760	0.078160	NaN
50%	9.060240e+05	13.370000	18.840000	86.240000	551.100000	0.095870	0.092630	0.061540	0.033500	0.179200	...	25.410000	97.660000	686.500000	0.131300	0.211900	0.226700	0.099930	0.282200	0.080040	NaN
55%	9.115064e+05	13.694000	19.362000	88.370000	578.060000	0.097734	0.101740	0.071450	0.040196	0.181840	...	26.008000	101.200000	726.860000	0.134700	0.231260	0.256000	0.109600	0.287140	0.081740	NaN
75%	8.813129e+06	15.780000	21.800000	104.100000	782.700000	0.105300	0.130400	0.130700	0.074000	0.195700	...	29.720000	125.400000	1084.000000	0.146000	0.339100	0.382900	0.161400	0.317900	0.092080	NaN
95%	9.042446e+07	20.576000	27.150000	135.820000	1309.800000	0.118780	0.208700	0.243020	0.125740	0.230720	...	36.300000	171.640000	2009.600000	0.171840	0.564120	0.682380	0.236920	0.406160	0.119520	NaN
max	9.113205e+08	28.110000	39.280000	188.500000	2501.000000	0.163400	0.345400	0.426800	0.201200	0.304000	...	49.540000	251.200000	4254.000000	0.222600	1.058000	1.252000	0.291000	0.663800	0.207500	NaN

12 rows × 32 columns

Visualizing the Data

Radius Mean Vs. Perimeter Mean

plt.plot(df['radius_mean'], df['perimeter_mean'])
plt.show()

Visualizing the Percentage Missing Value from Dataset

((df.isnull().sum()/len(df))*100).sort_values(ascending=True).plot(kind='barh',figsize=(10,10))
plt.grid(b=True, which='both')

Count of Cancer Type

df['diagnosis'].value_counts().plot(kind='barh', figsize=(10,10))
plt.grid(b=True, which='both')

plt.rcParams['figure.figsize'] = (9, 9)
labels=['Benign','Malign']
plt.pie(df['diagnosis'].value_counts(), explode=(0,0.1), labels=labels,autopct='%1.1f%%', shadow=True)
plt.title('diagnosis ', fontsize = 20)
plt.axis('off')
plt.legend()
plt.show()

Exploratory Data Analysis

Checking for Missing Values

#To find the missing value in dataset
for i in df.columns:
    null_rate=df[i].isnull().sum()/len(df)
    if null_rate>0:
        print("{}'s null rate {} %'".format(i, round(null_rate,2)))

Unnamed: 32's null rate 1.0 %'

df.head()

	id	diagnosis	radius_mean	texture_mean	perimeter_mean	area_mean	smoothness_mean	compactness_mean	concavity_mean	concave points_mean	...	texture_worst	perimeter_worst	area_worst	smoothness_worst	compactness_worst	concavity_worst	concave points_worst	symmetry_worst	fractal_dimension_worst	Unnamed: 32
0	842302	M	17.99	10.38	122.80	1001.0	0.11840	0.27760	0.3001	0.14710	...	17.33	184.60	2019.0	0.1622	0.6656	0.7119	0.2654	0.4601	0.11890	NaN
1	842517	M	20.57	17.77	132.90	1326.0	0.08474	0.07864	0.0869	0.07017	...	23.41	158.80	1956.0	0.1238	0.1866	0.2416	0.1860	0.2750	0.08902	NaN
2	84300903	M	19.69	21.25	130.00	1203.0	0.10960	0.15990	0.1974	0.12790	...	25.53	152.50	1709.0	0.1444	0.4245	0.4504	0.2430	0.3613	0.08758	NaN
3	84348301	M	11.42	20.38	77.58	386.1	0.14250	0.28390	0.2414	0.10520	...	26.50	98.87	567.7	0.2098	0.8663	0.6869	0.2575	0.6638	0.17300	NaN
4	84358402	M	20.29	14.34	135.10	1297.0	0.10030	0.13280	0.1980	0.10430	...	16.67	152.20	1575.0	0.1374	0.2050	0.4000	0.1625	0.2364	0.07678	NaN

5 rows × 33 columns

Finding Correlations

plt.figure(figsize=(10,10))
sns.kdeplot(df['radius_mean'], hue=df['diagnosis'],shade=True, legend=True)
plt.show()

sns.boxenplot(x=df['diagnosis'], y=df['radius_mean'], hue=df['diagnosis'])
plt.show()

plt.figure(figsize=(10,10))
plt.subplot(2,1,1)
sns.kdeplot(x=df['radius_mean'],hue=df['diagnosis'], shade=True, vertical=False, kernel=str, gridsize=100, legend=True,
           shade_lowest=True,cbar=True)
plt.title("Radius vs Diagnonis")
#plt.xlabel("Counts")
plt.show()

plt.subplot(2,1,2)
sns.boxenplot(y=df['radius_mean'],x=df['diagnosis'])
plt.title("Boxenplot")
#plt.xlabel("Counts")
plt.show()

Finding the Useful Features

#Visualization
# it is important to see the counts of different type of cancer
#Pairplot helps to plot among the most useful feature
cols=['diagnosis','radius_mean', 'texture_mean', 'perimeter_mean',
       'area_mean','smoothness_mean', 'compactness_mean', 'concavity_mean',
       'concave points_mean', 'symmetry_mean', 'fractal_dimension_mean']
plt.figure(figsize=(10,10))
sns.pairplot(data=df[cols],hue='diagnosis', palette='RdBu')

<seaborn.axisgrid.PairGrid at 0x2274e69b0d0>

<Figure size 720x720 with 0 Axes>

# Heatmap to find the most correlated features
#generate the corellation matrix 
# Generate and visualize the correlation matrix
corr = df.corr().round(2)

# Mask for the upper triangle
mask = np.zeros_like(corr, dtype=np.bool)
mask[np.triu_indices_from(mask)] = True

# Set figure size
f, ax = plt.subplots(figsize=(20, 20))

# Define custom colormap
cmap = sns.diverging_palette(220, 10, as_cmap=True)

# Draw the heatmap
sns.heatmap(corr, mask=mask, cmap=cmap, vmin=-1, vmax=1, center=0,
            square=True, linewidths=.5, cbar_kws={"shrink": .5}, annot=True)

plt.tight_layout()

Dropping Less Important Features

#Dropping less important feature
#dropping all "worst" columns
cols = ['radius_worst', 
        'texture_worst', 
        'perimeter_worst', 
        'area_worst', 
        'smoothness_worst', 
        'compactness_worst', 
        'concavity_worst',
        'concave points_worst', 
        'symmetry_worst', 
        'fractal_dimension_worst']

df=df.drop(cols, axis=1)

# then, drop all columns related to the "perimeter" and "area" attributes
cols = ['perimeter_mean',
        'perimeter_se', 
        'area_mean', 
        'area_se']

df=df.drop(cols, axis=1)

# lastly, drop all columns related to the "concavity" and "concave points" attributes
cols = ['concavity_mean',
        'concavity_se', 
        'concave points_mean', 
        'concave points_se']
df = df.drop(cols, axis=1)

Remaining Columns

df.columns

Index(['id', 'diagnosis', 'radius_mean', 'texture_mean', 'smoothness_mean',
       'compactness_mean', 'symmetry_mean', 'fractal_dimension_mean',
       'radius_se', 'texture_se', 'smoothness_se', 'compactness_se',
       'symmetry_se', 'fractal_dimension_se', 'Unnamed: 32'],
      dtype='object')

Correlations of Remaining Features

#Correlation Matrix for the most important features
# Generate and visualize the correlation matrix
corr = df.corr().round(2)

# Mask for the upper triangle
mask = np.zeros_like(corr, dtype=np.bool)
mask[np.triu_indices_from(mask)] = True

# Set figure size
f, ax = plt.subplots(figsize=(20, 20))

# Define custom colormap
cmap = sns.diverging_palette(220, 10, as_cmap=True)

# Draw the heatmap
sns.heatmap(corr, mask=mask, cmap=cmap, vmin=-1, vmax=1, center=0,
            square=True, linewidths=.5, cbar_kws={"shrink": .5}, annot=True)

plt.tight_layout()

data=pd.read_csv('breast_cancer.csv')
data.drop('Unnamed: 32', axis = 1, inplace = True)

TRAINING AND TESTING DATA

# Getting Features
x = data.drop(columns = 'diagnosis')

# Getting Predicting Value
y = data['diagnosis']

print(x)
print(y)

           id  radius_mean  texture_mean  perimeter_mean  area_mean  \
0      842302        17.99         10.38          122.80     1001.0   
1      842517        20.57         17.77          132.90     1326.0   
2    84300903        19.69         21.25          130.00     1203.0   
3    84348301        11.42         20.38           77.58      386.1   
4    84358402        20.29         14.34          135.10     1297.0   
..        ...          ...           ...             ...        ...   
564    926424        21.56         22.39          142.00     1479.0   
565    926682        20.13         28.25          131.20     1261.0   
566    926954        16.60         28.08          108.30      858.1   
567    927241        20.60         29.33          140.10     1265.0   
568     92751         7.76         24.54           47.92      181.0   

     smoothness_mean  compactness_mean  concavity_mean  concave points_mean  \
0            0.11840           0.27760         0.30010              0.14710   
1            0.08474           0.07864         0.08690              0.07017   
2            0.10960           0.15990         0.19740              0.12790   
3            0.14250           0.28390         0.24140              0.10520   
4            0.10030           0.13280         0.19800              0.10430   
..               ...               ...             ...                  ...   
564          0.11100           0.11590         0.24390              0.13890   
565          0.09780           0.10340         0.14400              0.09791   
566          0.08455           0.10230         0.09251              0.05302   
567          0.11780           0.27700         0.35140              0.15200   
568          0.05263           0.04362         0.00000              0.00000   

     symmetry_mean  ...  radius_worst  texture_worst  perimeter_worst  \
0           0.2419  ...        25.380          17.33           184.60   
1           0.1812  ...        24.990          23.41           158.80   
2           0.2069  ...        23.570          25.53           152.50   
3           0.2597  ...        14.910          26.50            98.87   
4           0.1809  ...        22.540          16.67           152.20   
..             ...  ...           ...            ...              ...   
564         0.1726  ...        25.450          26.40           166.10   
565         0.1752  ...        23.690          38.25           155.00   
566         0.1590  ...        18.980          34.12           126.70   
567         0.2397  ...        25.740          39.42           184.60   
568         0.1587  ...         9.456          30.37            59.16   

     area_worst  smoothness_worst  compactness_worst  concavity_worst  \
0        2019.0           0.16220            0.66560           0.7119   
1        1956.0           0.12380            0.18660           0.2416   
2        1709.0           0.14440            0.42450           0.4504   
3         567.7           0.20980            0.86630           0.6869   
4        1575.0           0.13740            0.20500           0.4000   
..          ...               ...                ...              ...   
564      2027.0           0.14100            0.21130           0.4107   
565      1731.0           0.11660            0.19220           0.3215   
566      1124.0           0.11390            0.30940           0.3403   
567      1821.0           0.16500            0.86810           0.9387   
568       268.6           0.08996            0.06444           0.0000   

     concave points_worst  symmetry_worst  fractal_dimension_worst  
0                  0.2654          0.4601                  0.11890  
1                  0.1860          0.2750                  0.08902  
2                  0.2430          0.3613                  0.08758  
3                  0.2575          0.6638                  0.17300  
4                  0.1625          0.2364                  0.07678  
..                    ...             ...                      ...  
564                0.2216          0.2060                  0.07115  
565                0.1628          0.2572                  0.06637  
566                0.1418          0.2218                  0.07820  
567                0.2650          0.4087                  0.12400  
568                0.0000          0.2871                  0.07039  

[569 rows x 31 columns]
0      M
1      M
2      M
3      M
4      M
      ..
564    M
565    M
566    M
567    M
568    B
Name: diagnosis, Length: 569, dtype: object

#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split 
x_train,x_test,y_train,y_test = train_test_split(x,y,test_size=0.2,random_state=0)

print(len(x_train))

455

print(len(x_test))

114

print(len(y_train))

455

print(len(y_test))

114

MODELS

1. Logistic Regression

from sklearn.linear_model import LogisticRegression
reg = LogisticRegression()
reg.fit(x_train,y_train)                         

LogisticRegression()

y_pred=reg.predict(x_test)
from sklearn.metrics import accuracy_score,classification_report,confusion_matrix,r2_score
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",reg.score(x_train,y_train)*100)

              precision    recall  f1-score   support

           B       0.59      1.00      0.74        67
           M       0.00      0.00      0.00        47

    accuracy                           0.59       114
   macro avg       0.29      0.50      0.37       114
weighted avg       0.35      0.59      0.44       114

[[67  0]
 [47  0]]
Training Score:  63.73626373626373

data = pd.DataFrame({'Actual': y_test, 'Predicted': y_pred})
data

	Actual	Predicted
512	M	B
457	B	B
439	B	B
298	B	B
37	B	B
...	...	...
213	M	B
519	B	B
432	M	B
516	M	B
500	B	B

114 rows × 2 columns

print(accuracy_score(y_test,y_pred)*100)

58.77192982456141

So we get a accuracy score of 58.7 % using logistic regression

y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)

(array([  0,  15,  17,  18,  19,  20,  21,  24,  27,  29,  31,  33,  35,
        37,  39,  40,  42,  45,  49,  50,  51,  52,  59,  60,  61,  64,
        66,  67,  68,  71,  73,  74,  80,  81,  82,  84,  88,  89,  91,
        93,  96, 104, 106, 108, 109, 111, 112], dtype=int64),)

#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
    d=x_train.iloc[j,0]
    misclassified_data.append(d)

len(misclassified_data[0])

47

#view DataFrame
misclassified_data

[338      897880
 550      923748
 185      874158
 306       89344
 208     8810158
 242      883852
 313      893988
 236    88299702
 76      8610629
 293      891703
 565      926682
 489      913535
 357      901028
 112       86409
 526    91813701
 206      879804
 437      909220
 392      903507
 441      909445
 137      868682
 230      881972
 7      84458202
 155     8711003
 186      874217
 101      862722
 153       87106
 30       853401
 531    91903901
 49       857156
 299      892399
 502       91505
 56       857637
 320      894604
 252      885429
 202      878796
 240    88350402
 261      888264
 339       89812
 276     8911230
 505      915276
 154     8711002
 262      888570
 229      881861
 171       87163
 454      911202
 158      871122
 415      905686
 Name: id, dtype: int64]

print(misclassified_data[0])
print(type(misclassified_data))

338      897880
550      923748
185      874158
306       89344
208     8810158
242      883852
313      893988
236    88299702
76      8610629
293      891703
565      926682
489      913535
357      901028
112       86409
526    91813701
206      879804
437      909220
392      903507
441      909445
137      868682
230      881972
7      84458202
155     8711003
186      874217
101      862722
153       87106
30       853401
531    91903901
49       857156
299      892399
502       91505
56       857637
320      894604
252      885429
202      878796
240    88350402
261      888264
339       89812
276     8911230
505      915276
154     8711002
262      888570
229      881861
171       87163
454      911202
158      871122
415      905686
Name: id, dtype: int64
<class 'list'>

df_new = []

# for j in misclassified_data[0]:
#     print(j)
#     print("========================")
#     #     for i in misclassified_data[0]:
#     df_new.append(df[df['id']==misclassified_data[0]])
#     print(df_new)
#     print("+++++++++++++++++++++++++++++++")
#     print("+++++++++++++++++++++++++++++++")
# #     df_new.append(df[df['id']==j])

# ORIGINAL WORKING
for j in misclassified_data[0]:
    print(j)
    print("========================")
for i in misclassified_data[0]:
    df_new.append(df[df['id']==i])
    print(df_new)
    print("+++++++++++++++++++++++++++++++")
    print("+++++++++++++++++++++++++++++++")
#     df_new.append(df[df['id']==j])

897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
========================
862722
========================
87106
========================
853401
========================
91903901
========================
857156
========================
892399
========================
91505
========================
857637
========================
894604
========================
885429
========================
878796
========================
88350402
========================
888264
========================
89812
========================
8911230
========================
915276
========================
8711002
========================
888570
========================
881861
========================
87163
========================
911202
========================
871122
========================
905686
========================
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
415  905686         B        11.89         21.17          0.09773   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
415            0.0812         0.2019                  0.0629     0.2747   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
415       1.203       0.009895         0.03053      0.02258   

     fractal_dimension_se  Unnamed: 32  
415              0.002272          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++

df_new

[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 338  897880         B        10.05         17.53           0.1007   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 338           0.07326          0.189                 0.06331     0.2619   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 338       2.015       0.007803         0.01449        0.021   
 
      fractal_dimension_se  Unnamed: 32  
 338              0.002778          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 550  923748         B        10.86         21.48          0.07431   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 550           0.04227         0.1661                 0.05948     0.3163   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 550       1.304       0.009579         0.01104      0.03004   
 
      fractal_dimension_se  Unnamed: 32  
 550              0.002228          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 185  874158         B        10.08         15.11          0.09267   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 185           0.04695         0.1703                 0.06048     0.4245   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 185       1.268        0.01439           0.012      0.02538   
 
      fractal_dimension_se  Unnamed: 32  
 185               0.00347          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 306  89344         B         13.2         15.82          0.08511   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 306           0.05251         0.1632                 0.05894     0.1903   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 306      0.5735       0.003632        0.007861      0.01344   
 
      fractal_dimension_se  Unnamed: 32  
 306              0.002585          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 208  8810158         B        13.11         22.54           0.1002   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 208            0.1483          0.185                  0.0731     0.1931   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 208      0.9223       0.005251         0.03041      0.02514   
 
      fractal_dimension_se  Unnamed: 32  
 208              0.004198          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 242  883852         B         11.3         18.19          0.09592   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 242            0.1325         0.2054                 0.07669     0.2428   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 242       1.642       0.006663         0.05914      0.01995   
 
      fractal_dimension_se  Unnamed: 32  
 242              0.008675          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 313  893988         B        11.54         10.72          0.08597   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 313           0.05969         0.1833                   0.061     0.1312   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 313      0.3602       0.004124          0.0134      0.02032   
 
      fractal_dimension_se  Unnamed: 32  
 313              0.001952          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 236  88299702         M        23.21         26.97          0.09509   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 236            0.1682         0.1909                 0.06309      1.058   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 236      0.9635       0.006428         0.02863       0.0159   
 
      fractal_dimension_se  Unnamed: 32  
 236              0.003053          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 76  8610629         B        13.53         10.94           0.1291   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 76            0.1047         0.2403                 0.06641     0.4101   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 76       1.014         0.0134         0.02839      0.02572   
 
     fractal_dimension_se  Unnamed: 32  
 76              0.006164          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 293  891703         B        11.85         17.46          0.08372   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 293           0.05642         0.1875                 0.05715      0.207   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 293       1.238       0.007595           0.015      0.01792   
 
      fractal_dimension_se  Unnamed: 32  
 293              0.001784          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 565  926682         M        20.13         28.25           0.0978   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 565            0.1034         0.1752                 0.05533     0.7655   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 565       2.463       0.005769         0.02423      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 565              0.002498          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 489  913535         M        16.69          20.2          0.07497   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 489           0.07112         0.1846                 0.05325     0.2473   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 489      0.5679       0.002667         0.01446      0.01961   
 
      fractal_dimension_se  Unnamed: 32  
 489                0.0017          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 357  901028         B        13.87         16.21          0.08743   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 357           0.05492         0.1424                 0.05883     0.2543   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 357       1.363       0.005638        0.007939      0.01544   
 
      fractal_dimension_se  Unnamed: 32  
 357              0.002087          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 112  86409         B        14.26         19.65          0.07837   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 112            0.2233         0.1704                 0.07769     0.3628   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 112        1.49       0.005298         0.07446      0.02566   
 
      fractal_dimension_se  Unnamed: 32  
 112               0.01298          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 526  91813701         B        13.46         18.75           0.1075   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 526            0.1138         0.1723                 0.06317     0.1998   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 526      0.6068       0.004413         0.01443      0.01354   
 
      fractal_dimension_se  Unnamed: 32  
 526              0.001787          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 206  879804         B        9.876         17.27           0.1089   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 206           0.07232         0.1934                 0.06285     0.2137   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 206       1.342       0.009719         0.01249       0.0221   
 
      fractal_dimension_se  Unnamed: 32  
 206              0.002472          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 437  909220         B        14.04         15.98          0.08458   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 437           0.05895         0.1714                 0.05898     0.3892   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 437       1.046       0.007976         0.01295      0.02005   
 
      fractal_dimension_se  Unnamed: 32  
 437               0.00283          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 392  903507         M        15.49         19.97            0.116   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 392            0.1562         0.1929                 0.06744      0.647   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 392       1.331       0.007269         0.02928      0.01852   
 
      fractal_dimension_se  Unnamed: 32  
 392              0.004232          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 441  909445         M        17.27         25.42          0.08331   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 441            0.1109         0.1467                 0.05407       0.51   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 441       1.679       0.008109         0.04308      0.01594   
 
      fractal_dimension_se  Unnamed: 32  
 441              0.003739          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 137  868682         B        11.43         15.39          0.09639   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 137           0.06889         0.1734                 0.05865     0.1759   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 137      0.9938       0.005133         0.01521      0.01501   
 
      fractal_dimension_se  Unnamed: 32  
 137              0.001588          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 230  881972         M        17.05         19.08           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 230            0.1572         0.2131                 0.06325     0.2959   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 230       0.679       0.005532         0.02008      0.01177   
 
      fractal_dimension_se  Unnamed: 32  
 230              0.002336          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 7  84458202         M        13.71         20.83           0.1189   
 
    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 7            0.1645         0.2196                 0.07451     0.5835   
 
    texture_se  smoothness_se  compactness_se  symmetry_se  \
 7       1.377       0.008805         0.03029      0.01486   
 
    fractal_dimension_se  Unnamed: 32  
 7              0.005412          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 155  8711003         B        12.25         17.94          0.08654   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 155           0.06679          0.197                 0.06228       0.22   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 155      0.9823       0.005518         0.01562      0.01799   
 
      fractal_dimension_se  Unnamed: 32  
 155              0.002484          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 186  874217         M        18.31         18.58          0.08588   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 186           0.08468         0.1621                 0.05425     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 186      0.4757       0.002866        0.009181      0.01069   
 
      fractal_dimension_se  Unnamed: 32  
 186              0.001087          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 101  862722         B        6.981         13.43            0.117   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 101           0.07568          0.193                 0.07818     0.2241   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 101       1.508        0.01019         0.01084      0.02659   
 
      fractal_dimension_se  Unnamed: 32  
 101                0.0041          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 153  87106         B        11.15         13.08          0.09754   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 153           0.05113          0.183                 0.06105     0.2251   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 153      0.7815       0.009019        0.008985      0.02388   
 
      fractal_dimension_se  Unnamed: 32  
 153              0.001619          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 30  853401         M        18.63         25.11           0.1064   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 30            0.1887         0.2183                 0.06197     0.8307   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 30       1.466       0.006248         0.03374      0.02007   
 
     fractal_dimension_se  Unnamed: 32  
 30               0.00456          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 531  91903901         B        11.67         20.02           0.1016   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 531           0.09453         0.1859                 0.06461     0.2067   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 531      0.8745       0.005251         0.01727      0.01449   
 
      fractal_dimension_se  Unnamed: 32  
 531              0.002671          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 49  857156         B        13.49          22.3          0.08752   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 49           0.07698         0.1809                 0.05718     0.2338   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 49       1.353       0.004455         0.01382      0.01641   
 
     fractal_dimension_se  Unnamed: 32  
 49              0.001956          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 299  892399         B        10.51         23.09           0.1015   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 299           0.06797         0.1695                 0.06556     0.2868   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 299       1.143        0.01017         0.01443      0.03464   
 
      fractal_dimension_se  Unnamed: 32  
 299              0.001971          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 502  91505         B        12.54         16.32           0.1158   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 502            0.1085         0.1943                 0.06612     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 502       1.095       0.009702         0.01567      0.02801   
 
      fractal_dimension_se  Unnamed: 32  
 502               0.00248          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 56  857637         M        19.21         18.57           0.1053   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 56            0.1267         0.1917                 0.05961     0.7275   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 56       1.193       0.006458         0.02306      0.01852   
 
     fractal_dimension_se  Unnamed: 32  
 56              0.002608          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 320  894604         B        10.25         16.18           0.1061   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 320            0.1111         0.1743                 0.07279     0.3677   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 320       1.471        0.01049         0.04265      0.02719   
 
      fractal_dimension_se  Unnamed: 32  
 320              0.007596          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 252  885429         M        19.73         19.82           0.1062   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 252            0.1849         0.1733                 0.06697     0.7661   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 252        0.78       0.008482         0.05057      0.01467   
 
      fractal_dimension_se  Unnamed: 32  
 252              0.007259          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 202  878796         M        23.29         26.67           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 202            0.2084           0.22                 0.06229     0.5539   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 202        1.56       0.009327         0.05121      0.02175   
 
      fractal_dimension_se  Unnamed: 32  
 202              0.005195          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 240  88350402         B        13.64          15.6          0.09423   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 240            0.0663         0.1717                  0.0566     0.3242   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 240      0.6612        0.00647         0.01248      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 240              0.001794          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 261  888264         M        17.35         23.06          0.08662   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 261            0.0629         0.1564                 0.05307     0.4007   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 261       1.317       0.005726         0.01106      0.01411   
 
      fractal_dimension_se  Unnamed: 32  
 261              0.001578          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 339  89812         M        23.51         24.27           0.1069   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 339            0.1283         0.1797                 0.05506      1.009   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 339      0.9245       0.006292         0.01971      0.01479   
 
      fractal_dimension_se  Unnamed: 32  
 339              0.003118          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 276  8911230         B        11.33         14.16          0.09379   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 276           0.03872         0.1954                 0.05821     0.2375   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 276        1.28       0.008426        0.008998      0.02358   
 
      fractal_dimension_se  Unnamed: 32  
 276              0.001627          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 505  915276         B        9.676         13.14           0.1255   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 505            0.2204         0.2057                 0.09575     0.2744   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 505        1.39        0.02177         0.04888      0.02632   
 
      fractal_dimension_se  Unnamed: 32  
 505               0.01148          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 154  8711002         B        13.15         15.34          0.09384   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 154           0.08498         0.1822                 0.06207      0.271   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 154      0.7927       0.008584         0.02017      0.02769   
 
      fractal_dimension_se  Unnamed: 32  
 154              0.003479          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 262  888570         M        17.29         22.13          0.08999   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 262            0.1273         0.2108                 0.05464     0.8348   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 262       1.633       0.006717         0.05981      0.02747   
 
      fractal_dimension_se  Unnamed: 32  
 262              0.005838          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 229  881861         M        12.83         22.33           0.1088   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 229            0.1799         0.2123                 0.07254     0.3061   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 229       1.069       0.006983         0.03858       0.0168   
 
      fractal_dimension_se  Unnamed: 32  
 229              0.005617          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 171  87163         M        13.43         19.63          0.09048   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 171           0.06288         0.1598                 0.05671     0.4697   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 171       1.147       0.006003         0.01063       0.0152   
 
      fractal_dimension_se  Unnamed: 32  
 171              0.001868          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 454  911202         B        12.62         17.15          0.08583   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 454            0.0543         0.1799                 0.05826     0.1692   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 454      0.6674       0.003888        0.008539      0.01608   
 
      fractal_dimension_se  Unnamed: 32  
 454              0.001638          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 158  871122         B        12.06         12.74          0.09311   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 158           0.05241          0.159                 0.05907     0.1822   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 158      0.7285       0.005528        0.009789      0.01465   
 
      fractal_dimension_se  Unnamed: 32  
 158               0.00253          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 415  905686         B        11.89         21.17          0.09773   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 415            0.0812         0.2019                  0.0629     0.2747   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 415       1.203       0.009895         0.03053      0.02258   
 
      fractal_dimension_se  Unnamed: 32  
 415              0.002272          NaN  ]

df_new

[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 338  897880         B        10.05         17.53           0.1007   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 338           0.07326          0.189                 0.06331     0.2619   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 338       2.015       0.007803         0.01449        0.021   
 
      fractal_dimension_se  Unnamed: 32  
 338              0.002778          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 550  923748         B        10.86         21.48          0.07431   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 550           0.04227         0.1661                 0.05948     0.3163   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 550       1.304       0.009579         0.01104      0.03004   
 
      fractal_dimension_se  Unnamed: 32  
 550              0.002228          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 185  874158         B        10.08         15.11          0.09267   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 185           0.04695         0.1703                 0.06048     0.4245   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 185       1.268        0.01439           0.012      0.02538   
 
      fractal_dimension_se  Unnamed: 32  
 185               0.00347          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 306  89344         B         13.2         15.82          0.08511   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 306           0.05251         0.1632                 0.05894     0.1903   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 306      0.5735       0.003632        0.007861      0.01344   
 
      fractal_dimension_se  Unnamed: 32  
 306              0.002585          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 208  8810158         B        13.11         22.54           0.1002   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 208            0.1483          0.185                  0.0731     0.1931   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 208      0.9223       0.005251         0.03041      0.02514   
 
      fractal_dimension_se  Unnamed: 32  
 208              0.004198          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 242  883852         B         11.3         18.19          0.09592   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 242            0.1325         0.2054                 0.07669     0.2428   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 242       1.642       0.006663         0.05914      0.01995   
 
      fractal_dimension_se  Unnamed: 32  
 242              0.008675          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 313  893988         B        11.54         10.72          0.08597   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 313           0.05969         0.1833                   0.061     0.1312   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 313      0.3602       0.004124          0.0134      0.02032   
 
      fractal_dimension_se  Unnamed: 32  
 313              0.001952          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 236  88299702         M        23.21         26.97          0.09509   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 236            0.1682         0.1909                 0.06309      1.058   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 236      0.9635       0.006428         0.02863       0.0159   
 
      fractal_dimension_se  Unnamed: 32  
 236              0.003053          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 76  8610629         B        13.53         10.94           0.1291   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 76            0.1047         0.2403                 0.06641     0.4101   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 76       1.014         0.0134         0.02839      0.02572   
 
     fractal_dimension_se  Unnamed: 32  
 76              0.006164          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 293  891703         B        11.85         17.46          0.08372   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 293           0.05642         0.1875                 0.05715      0.207   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 293       1.238       0.007595           0.015      0.01792   
 
      fractal_dimension_se  Unnamed: 32  
 293              0.001784          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 565  926682         M        20.13         28.25           0.0978   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 565            0.1034         0.1752                 0.05533     0.7655   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 565       2.463       0.005769         0.02423      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 565              0.002498          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 489  913535         M        16.69          20.2          0.07497   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 489           0.07112         0.1846                 0.05325     0.2473   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 489      0.5679       0.002667         0.01446      0.01961   
 
      fractal_dimension_se  Unnamed: 32  
 489                0.0017          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 357  901028         B        13.87         16.21          0.08743   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 357           0.05492         0.1424                 0.05883     0.2543   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 357       1.363       0.005638        0.007939      0.01544   
 
      fractal_dimension_se  Unnamed: 32  
 357              0.002087          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 112  86409         B        14.26         19.65          0.07837   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 112            0.2233         0.1704                 0.07769     0.3628   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 112        1.49       0.005298         0.07446      0.02566   
 
      fractal_dimension_se  Unnamed: 32  
 112               0.01298          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 526  91813701         B        13.46         18.75           0.1075   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 526            0.1138         0.1723                 0.06317     0.1998   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 526      0.6068       0.004413         0.01443      0.01354   
 
      fractal_dimension_se  Unnamed: 32  
 526              0.001787          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 206  879804         B        9.876         17.27           0.1089   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 206           0.07232         0.1934                 0.06285     0.2137   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 206       1.342       0.009719         0.01249       0.0221   
 
      fractal_dimension_se  Unnamed: 32  
 206              0.002472          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 437  909220         B        14.04         15.98          0.08458   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 437           0.05895         0.1714                 0.05898     0.3892   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 437       1.046       0.007976         0.01295      0.02005   
 
      fractal_dimension_se  Unnamed: 32  
 437               0.00283          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 392  903507         M        15.49         19.97            0.116   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 392            0.1562         0.1929                 0.06744      0.647   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 392       1.331       0.007269         0.02928      0.01852   
 
      fractal_dimension_se  Unnamed: 32  
 392              0.004232          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 441  909445         M        17.27         25.42          0.08331   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 441            0.1109         0.1467                 0.05407       0.51   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 441       1.679       0.008109         0.04308      0.01594   
 
      fractal_dimension_se  Unnamed: 32  
 441              0.003739          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 137  868682         B        11.43         15.39          0.09639   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 137           0.06889         0.1734                 0.05865     0.1759   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 137      0.9938       0.005133         0.01521      0.01501   
 
      fractal_dimension_se  Unnamed: 32  
 137              0.001588          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 230  881972         M        17.05         19.08           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 230            0.1572         0.2131                 0.06325     0.2959   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 230       0.679       0.005532         0.02008      0.01177   
 
      fractal_dimension_se  Unnamed: 32  
 230              0.002336          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 7  84458202         M        13.71         20.83           0.1189   
 
    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 7            0.1645         0.2196                 0.07451     0.5835   
 
    texture_se  smoothness_se  compactness_se  symmetry_se  \
 7       1.377       0.008805         0.03029      0.01486   
 
    fractal_dimension_se  Unnamed: 32  
 7              0.005412          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 155  8711003         B        12.25         17.94          0.08654   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 155           0.06679          0.197                 0.06228       0.22   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 155      0.9823       0.005518         0.01562      0.01799   
 
      fractal_dimension_se  Unnamed: 32  
 155              0.002484          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 186  874217         M        18.31         18.58          0.08588   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 186           0.08468         0.1621                 0.05425     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 186      0.4757       0.002866        0.009181      0.01069   
 
      fractal_dimension_se  Unnamed: 32  
 186              0.001087          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 101  862722         B        6.981         13.43            0.117   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 101           0.07568          0.193                 0.07818     0.2241   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 101       1.508        0.01019         0.01084      0.02659   
 
      fractal_dimension_se  Unnamed: 32  
 101                0.0041          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 153  87106         B        11.15         13.08          0.09754   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 153           0.05113          0.183                 0.06105     0.2251   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 153      0.7815       0.009019        0.008985      0.02388   
 
      fractal_dimension_se  Unnamed: 32  
 153              0.001619          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 30  853401         M        18.63         25.11           0.1064   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 30            0.1887         0.2183                 0.06197     0.8307   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 30       1.466       0.006248         0.03374      0.02007   
 
     fractal_dimension_se  Unnamed: 32  
 30               0.00456          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 531  91903901         B        11.67         20.02           0.1016   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 531           0.09453         0.1859                 0.06461     0.2067   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 531      0.8745       0.005251         0.01727      0.01449   
 
      fractal_dimension_se  Unnamed: 32  
 531              0.002671          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 49  857156         B        13.49          22.3          0.08752   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 49           0.07698         0.1809                 0.05718     0.2338   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 49       1.353       0.004455         0.01382      0.01641   
 
     fractal_dimension_se  Unnamed: 32  
 49              0.001956          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 299  892399         B        10.51         23.09           0.1015   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 299           0.06797         0.1695                 0.06556     0.2868   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 299       1.143        0.01017         0.01443      0.03464   
 
      fractal_dimension_se  Unnamed: 32  
 299              0.001971          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 502  91505         B        12.54         16.32           0.1158   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 502            0.1085         0.1943                 0.06612     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 502       1.095       0.009702         0.01567      0.02801   
 
      fractal_dimension_se  Unnamed: 32  
 502               0.00248          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 56  857637         M        19.21         18.57           0.1053   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 56            0.1267         0.1917                 0.05961     0.7275   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 56       1.193       0.006458         0.02306      0.01852   
 
     fractal_dimension_se  Unnamed: 32  
 56              0.002608          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 320  894604         B        10.25         16.18           0.1061   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 320            0.1111         0.1743                 0.07279     0.3677   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 320       1.471        0.01049         0.04265      0.02719   
 
      fractal_dimension_se  Unnamed: 32  
 320              0.007596          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 252  885429         M        19.73         19.82           0.1062   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 252            0.1849         0.1733                 0.06697     0.7661   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 252        0.78       0.008482         0.05057      0.01467   
 
      fractal_dimension_se  Unnamed: 32  
 252              0.007259          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 202  878796         M        23.29         26.67           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 202            0.2084           0.22                 0.06229     0.5539   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 202        1.56       0.009327         0.05121      0.02175   
 
      fractal_dimension_se  Unnamed: 32  
 202              0.005195          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 240  88350402         B        13.64          15.6          0.09423   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 240            0.0663         0.1717                  0.0566     0.3242   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 240      0.6612        0.00647         0.01248      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 240              0.001794          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 261  888264         M        17.35         23.06          0.08662   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 261            0.0629         0.1564                 0.05307     0.4007   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 261       1.317       0.005726         0.01106      0.01411   
 
      fractal_dimension_se  Unnamed: 32  
 261              0.001578          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 339  89812         M        23.51         24.27           0.1069   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 339            0.1283         0.1797                 0.05506      1.009   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 339      0.9245       0.006292         0.01971      0.01479   
 
      fractal_dimension_se  Unnamed: 32  
 339              0.003118          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 276  8911230         B        11.33         14.16          0.09379   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 276           0.03872         0.1954                 0.05821     0.2375   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 276        1.28       0.008426        0.008998      0.02358   
 
      fractal_dimension_se  Unnamed: 32  
 276              0.001627          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 505  915276         B        9.676         13.14           0.1255   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 505            0.2204         0.2057                 0.09575     0.2744   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 505        1.39        0.02177         0.04888      0.02632   
 
      fractal_dimension_se  Unnamed: 32  
 505               0.01148          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 154  8711002         B        13.15         15.34          0.09384   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 154           0.08498         0.1822                 0.06207      0.271   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 154      0.7927       0.008584         0.02017      0.02769   
 
      fractal_dimension_se  Unnamed: 32  
 154              0.003479          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 262  888570         M        17.29         22.13          0.08999   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 262            0.1273         0.2108                 0.05464     0.8348   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 262       1.633       0.006717         0.05981      0.02747   
 
      fractal_dimension_se  Unnamed: 32  
 262              0.005838          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 229  881861         M        12.83         22.33           0.1088   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 229            0.1799         0.2123                 0.07254     0.3061   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 229       1.069       0.006983         0.03858       0.0168   
 
      fractal_dimension_se  Unnamed: 32  
 229              0.005617          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 171  87163         M        13.43         19.63          0.09048   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 171           0.06288         0.1598                 0.05671     0.4697   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 171       1.147       0.006003         0.01063       0.0152   
 
      fractal_dimension_se  Unnamed: 32  
 171              0.001868          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 454  911202         B        12.62         17.15          0.08583   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 454            0.0543         0.1799                 0.05826     0.1692   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 454      0.6674       0.003888        0.008539      0.01608   
 
      fractal_dimension_se  Unnamed: 32  
 454              0.001638          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 158  871122         B        12.06         12.74          0.09311   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 158           0.05241          0.159                 0.05907     0.1822   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 158      0.7285       0.005528        0.009789      0.01465   
 
      fractal_dimension_se  Unnamed: 32  
 158               0.00253          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 415  905686         B        11.89         21.17          0.09773   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 415            0.0812         0.2019                  0.0629     0.2747   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 415       1.203       0.009895         0.03053      0.02258   
 
      fractal_dimension_se  Unnamed: 32  
 415              0.002272          NaN  ]

# CONVERTING A LIST INTO DATAFRAME
# mds=pd.Series(df_new,index=df.columns)
# df1=pd.DataFrame()
# df1=df1.append(mds,ignore_index=True)

df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)

df1

	id	diagnosis	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	897880	B	10.05	17.53	0.1007	0.07326	0.189	0.06331	0.2619	2.015	0.007803	0.01449	0.021	0.002778	NaN
1	923748	B	10.86	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.304	0.009579	0.01104	0.03004	0.002228	NaN
2	874158	B	10.08	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.268	0.01439	0.012	0.02538	0.00347	NaN
3	89344	B	13.2	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	8810158	B	13.11	22.54	0.1002	0.1483	0.185	0.0731	0.1931	0.9223	0.005251	0.03041	0.02514	0.004198	NaN
5	883852	B	11.3	18.19	0.09592	0.1325	0.2054	0.07669	0.2428	1.642	0.006663	0.05914	0.01995	0.008675	NaN
6	893988	B	11.54	10.72	0.08597	0.05969	0.1833	0.061	0.1312	0.3602	0.004124	0.0134	0.02032	0.001952	NaN
7	88299702	M	23.21	26.97	0.09509	0.1682	0.1909	0.06309	1.058	0.9635	0.006428	0.02863	0.0159	0.003053	NaN
8	8610629	B	13.53	10.94	0.1291	0.1047	0.2403	0.06641	0.4101	1.014	0.0134	0.02839	0.02572	0.006164	NaN
9	891703	B	11.85	17.46	0.08372	0.05642	0.1875	0.05715	0.207	1.238	0.007595	0.015	0.01792	0.001784	NaN
10	926682	M	20.13	28.25	0.0978	0.1034	0.1752	0.05533	0.7655	2.463	0.005769	0.02423	0.01898	0.002498	NaN
11	913535	M	16.69	20.2	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.01446	0.01961	0.0017	NaN
12	901028	B	13.87	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.363	0.005638	0.007939	0.01544	0.002087	NaN
13	86409	B	14.26	19.65	0.07837	0.2233	0.1704	0.07769	0.3628	1.49	0.005298	0.07446	0.02566	0.01298	NaN
14	91813701	B	13.46	18.75	0.1075	0.1138	0.1723	0.06317	0.1998	0.6068	0.004413	0.01443	0.01354	0.001787	NaN
15	879804	B	9.876	17.27	0.1089	0.07232	0.1934	0.06285	0.2137	1.342	0.009719	0.01249	0.0221	0.002472	NaN
16	909220	B	14.04	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.046	0.007976	0.01295	0.02005	0.00283	NaN
17	903507	M	15.49	19.97	0.116	0.1562	0.1929	0.06744	0.647	1.331	0.007269	0.02928	0.01852	0.004232	NaN
18	909445	M	17.27	25.42	0.08331	0.1109	0.1467	0.05407	0.51	1.679	0.008109	0.04308	0.01594	0.003739	NaN
19	868682	B	11.43	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.01521	0.01501	0.001588	NaN
20	881972	M	17.05	19.08	0.1141	0.1572	0.2131	0.06325	0.2959	0.679	0.005532	0.02008	0.01177	0.002336	NaN
21	84458202	M	13.71	20.83	0.1189	0.1645	0.2196	0.07451	0.5835	1.377	0.008805	0.03029	0.01486	0.005412	NaN
22	8711003	B	12.25	17.94	0.08654	0.06679	0.197	0.06228	0.22	0.9823	0.005518	0.01562	0.01799	0.002484	NaN
23	874217	M	18.31	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	862722	B	6.981	13.43	0.117	0.07568	0.193	0.07818	0.2241	1.508	0.01019	0.01084	0.02659	0.0041	NaN
25	87106	B	11.15	13.08	0.09754	0.05113	0.183	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	853401	M	18.63	25.11	0.1064	0.1887	0.2183	0.06197	0.8307	1.466	0.006248	0.03374	0.02007	0.00456	NaN
27	91903901	B	11.67	20.02	0.1016	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.01727	0.01449	0.002671	NaN
28	857156	B	13.49	22.3	0.08752	0.07698	0.1809	0.05718	0.2338	1.353	0.004455	0.01382	0.01641	0.001956	NaN
29	892399	B	10.51	23.09	0.1015	0.06797	0.1695	0.06556	0.2868	1.143	0.01017	0.01443	0.03464	0.001971	NaN
30	91505	B	12.54	16.32	0.1158	0.1085	0.1943	0.06612	0.2577	1.095	0.009702	0.01567	0.02801	0.00248	NaN
31	857637	M	19.21	18.57	0.1053	0.1267	0.1917	0.05961	0.7275	1.193	0.006458	0.02306	0.01852	0.002608	NaN
32	894604	B	10.25	16.18	0.1061	0.1111	0.1743	0.07279	0.3677	1.471	0.01049	0.04265	0.02719	0.007596	NaN
33	885429	M	19.73	19.82	0.1062	0.1849	0.1733	0.06697	0.7661	0.78	0.008482	0.05057	0.01467	0.007259	NaN
34	878796	M	23.29	26.67	0.1141	0.2084	0.22	0.06229	0.5539	1.56	0.009327	0.05121	0.02175	0.005195	NaN
35	88350402	B	13.64	15.6	0.09423	0.0663	0.1717	0.0566	0.3242	0.6612	0.00647	0.01248	0.01898	0.001794	NaN
36	888264	M	17.35	23.06	0.08662	0.0629	0.1564	0.05307	0.4007	1.317	0.005726	0.01106	0.01411	0.001578	NaN
37	89812	M	23.51	24.27	0.1069	0.1283	0.1797	0.05506	1.009	0.9245	0.006292	0.01971	0.01479	0.003118	NaN
38	8911230	B	11.33	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.28	0.008426	0.008998	0.02358	0.001627	NaN
39	915276	B	9.676	13.14	0.1255	0.2204	0.2057	0.09575	0.2744	1.39	0.02177	0.04888	0.02632	0.01148	NaN
40	8711002	B	13.15	15.34	0.09384	0.08498	0.1822	0.06207	0.271	0.7927	0.008584	0.02017	0.02769	0.003479	NaN
41	888570	M	17.29	22.13	0.08999	0.1273	0.2108	0.05464	0.8348	1.633	0.006717	0.05981	0.02747	0.005838	NaN
42	881861	M	12.83	22.33	0.1088	0.1799	0.2123	0.07254	0.3061	1.069	0.006983	0.03858	0.0168	0.005617	NaN
43	87163	M	13.43	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.147	0.006003	0.01063	0.0152	0.001868	NaN
44	911202	B	12.62	17.15	0.08583	0.0543	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	871122	B	12.06	12.74	0.09311	0.05241	0.159	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.00253	NaN
46	905686	B	11.89	21.17	0.09773	0.0812	0.2019	0.0629	0.2747	1.203	0.009895	0.03053	0.02258	0.002272	NaN

# saving the dataframe
df1.to_csv('Misclassified_Results_of_LR_Model.csv')

len(df_new)

47

np.reshape(df_new,[47,1,15])

array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
         0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],

       [[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
         0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],

       [[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
         0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],

       [[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
         0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],

       [[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
         0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],

       [[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
         0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],

       [[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
         0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],

       [[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
         1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],

       [[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
         0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],

       [[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
         0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],

       [[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
         0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],

       [[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
         0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],

       [[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
         0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],

       [[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
         0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],

       [[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
         0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],

       [[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
         0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],

       [[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
         0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],

       [[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
         0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],

       [[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
         0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],

       [[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
         0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],

       [[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
         0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],

       [[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
         0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],

       [[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
         0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],

       [[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
         0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],

       [[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
         0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],

       [[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
         0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],

       [[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
         0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],

       [[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
         0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],

       [[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
         0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],

       [[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
         0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],

       [[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
         0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],

       [[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
         0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],

       [[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
         0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],

       [[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
         0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],

       [[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
         0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],

       [[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
         0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],

       [[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
         0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],

       [[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
         1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],

       [[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
         0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],

       [[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
         0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],

       [[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
         0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],

       [[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
         0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],

       [[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
         0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],

       [[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
         0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],

       [[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
         0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],

       [[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
         0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],

       [[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
         0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
      dtype=object)

len(df_new)

47

from sklearn.model_selection import GridSearchCV
param = {
         'penalty':['l1','l2'],
         'C':[0.001, 0.01, 0.1, 1, 10, 20,100, 1000]
}
lr= LogisticRegression(penalty='l1')            #Lasso Regression
cv=GridSearchCV(lr,param,cv=5,n_jobs=-1)
cv.fit(x_train,y_train)
cv.predict(x_test)

array(['B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B',
       'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B', 'B'], dtype=object)

Logistic Regression with hyperparameter optimisation

print("Best CV score", cv.best_score_*100)

Best CV score 63.73626373626373

2. Naive Bayes

from sklearn.naive_bayes import GaussianNB
gnb = GaussianNB()
gnb.fit(x_train,y_train)

GaussianNB()

y_pred=gnb.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error,r2_score
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print(accuracy_score(y_test,y_pred))
print("Training Score: ",gnb.score(x_train,y_train)*100)
print(gnb.score(x_test,y_test))

              precision    recall  f1-score   support

           B       0.59      0.99      0.74        67
           M       0.67      0.04      0.08        47

    accuracy                           0.60       114
   macro avg       0.63      0.51      0.41       114
weighted avg       0.62      0.60      0.47       114

[[66  1]
 [45  2]]
0.5964912280701754
Training Score:  63.29670329670329
0.5964912280701754

So we get a accuracy score of 63.29 % using Naive Bayes

data = pd.DataFrame({'Actual': y_test, 'Predicted': y_pred})
data

	Actual	Predicted
512	M	B
457	B	B
439	B	B
298	B	B
37	B	B
...	...	...
213	M	M
519	B	B
432	M	B
516	M	B
500	B	B

114 rows × 2 columns

y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)

(array([  0,  15,  17,  18,  19,  20,  21,  24,  27,  29,  31,  33,  35,
        37,  39,  40,  42,  45,  49,  50,  51,  52,  59,  60,  61,  64,
        66,  67,  68,  71,  73,  74,  80,  81,  82,  84,  88,  89,  91,
        93,  96, 104, 106, 108, 109, 111, 112], dtype=int64),)

#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
    d=x_train.iloc[j,0]
    misclassified_data.append(d)

len(misclassified_data[0])

47

#view DataFrame
misclassified_data

[338      897880
 550      923748
 185      874158
 306       89344
 208     8810158
 242      883852
 313      893988
 236    88299702
 76      8610629
 293      891703
 565      926682
 489      913535
 357      901028
 112       86409
 526    91813701
 206      879804
 437      909220
 392      903507
 441      909445
 137      868682
 230      881972
 7      84458202
 155     8711003
 186      874217
 101      862722
 153       87106
 30       853401
 531    91903901
 49       857156
 299      892399
 502       91505
 56       857637
 320      894604
 252      885429
 202      878796
 240    88350402
 261      888264
 339       89812
 276     8911230
 505      915276
 154     8711002
 262      888570
 229      881861
 171       87163
 454      911202
 158      871122
 415      905686
 Name: id, dtype: int64]

print(misclassified_data[0])
print(type(misclassified_data))

338      897880
550      923748
185      874158
306       89344
208     8810158
242      883852
313      893988
236    88299702
76      8610629
293      891703
565      926682
489      913535
357      901028
112       86409
526    91813701
206      879804
437      909220
392      903507
441      909445
137      868682
230      881972
7      84458202
155     8711003
186      874217
101      862722
153       87106
30       853401
531    91903901
49       857156
299      892399
502       91505
56       857637
320      894604
252      885429
202      878796
240    88350402
261      888264
339       89812
276     8911230
505      915276
154     8711002
262      888570
229      881861
171       87163
454      911202
158      871122
415      905686
Name: id, dtype: int64
<class 'list'>

df_new = []

# ORIGINAL WORKING
for j in misclassified_data[0]:
    print(j)
    print("========================")
for i in misclassified_data[0]:
    df_new.append(df[df['id']==i])
    print(df_new)
    print("+++++++++++++++++++++++++++++++")
    print("+++++++++++++++++++++++++++++++")
#     df_new.append(df[df['id']==j])

897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
========================
862722
========================
87106
========================
853401
========================
91903901
========================
857156
========================
892399
========================
91505
========================
857637
========================
894604
========================
885429
========================
878796
========================
88350402
========================
888264
========================
89812
========================
8911230
========================
915276
========================
8711002
========================
888570
========================
881861
========================
87163
========================
911202
========================
871122
========================
905686
========================
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
415  905686         B        11.89         21.17          0.09773   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
415            0.0812         0.2019                  0.0629     0.2747   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
415       1.203       0.009895         0.03053      0.02258   

     fractal_dimension_se  Unnamed: 32  
415              0.002272          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++

df_new

[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 338  897880         B        10.05         17.53           0.1007   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 338           0.07326          0.189                 0.06331     0.2619   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 338       2.015       0.007803         0.01449        0.021   
 
      fractal_dimension_se  Unnamed: 32  
 338              0.002778          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 550  923748         B        10.86         21.48          0.07431   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 550           0.04227         0.1661                 0.05948     0.3163   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 550       1.304       0.009579         0.01104      0.03004   
 
      fractal_dimension_se  Unnamed: 32  
 550              0.002228          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 185  874158         B        10.08         15.11          0.09267   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 185           0.04695         0.1703                 0.06048     0.4245   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 185       1.268        0.01439           0.012      0.02538   
 
      fractal_dimension_se  Unnamed: 32  
 185               0.00347          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 306  89344         B         13.2         15.82          0.08511   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 306           0.05251         0.1632                 0.05894     0.1903   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 306      0.5735       0.003632        0.007861      0.01344   
 
      fractal_dimension_se  Unnamed: 32  
 306              0.002585          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 208  8810158         B        13.11         22.54           0.1002   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 208            0.1483          0.185                  0.0731     0.1931   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 208      0.9223       0.005251         0.03041      0.02514   
 
      fractal_dimension_se  Unnamed: 32  
 208              0.004198          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 242  883852         B         11.3         18.19          0.09592   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 242            0.1325         0.2054                 0.07669     0.2428   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 242       1.642       0.006663         0.05914      0.01995   
 
      fractal_dimension_se  Unnamed: 32  
 242              0.008675          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 313  893988         B        11.54         10.72          0.08597   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 313           0.05969         0.1833                   0.061     0.1312   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 313      0.3602       0.004124          0.0134      0.02032   
 
      fractal_dimension_se  Unnamed: 32  
 313              0.001952          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 236  88299702         M        23.21         26.97          0.09509   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 236            0.1682         0.1909                 0.06309      1.058   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 236      0.9635       0.006428         0.02863       0.0159   
 
      fractal_dimension_se  Unnamed: 32  
 236              0.003053          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 76  8610629         B        13.53         10.94           0.1291   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 76            0.1047         0.2403                 0.06641     0.4101   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 76       1.014         0.0134         0.02839      0.02572   
 
     fractal_dimension_se  Unnamed: 32  
 76              0.006164          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 293  891703         B        11.85         17.46          0.08372   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 293           0.05642         0.1875                 0.05715      0.207   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 293       1.238       0.007595           0.015      0.01792   
 
      fractal_dimension_se  Unnamed: 32  
 293              0.001784          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 565  926682         M        20.13         28.25           0.0978   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 565            0.1034         0.1752                 0.05533     0.7655   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 565       2.463       0.005769         0.02423      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 565              0.002498          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 489  913535         M        16.69          20.2          0.07497   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 489           0.07112         0.1846                 0.05325     0.2473   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 489      0.5679       0.002667         0.01446      0.01961   
 
      fractal_dimension_se  Unnamed: 32  
 489                0.0017          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 357  901028         B        13.87         16.21          0.08743   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 357           0.05492         0.1424                 0.05883     0.2543   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 357       1.363       0.005638        0.007939      0.01544   
 
      fractal_dimension_se  Unnamed: 32  
 357              0.002087          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 112  86409         B        14.26         19.65          0.07837   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 112            0.2233         0.1704                 0.07769     0.3628   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 112        1.49       0.005298         0.07446      0.02566   
 
      fractal_dimension_se  Unnamed: 32  
 112               0.01298          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 526  91813701         B        13.46         18.75           0.1075   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 526            0.1138         0.1723                 0.06317     0.1998   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 526      0.6068       0.004413         0.01443      0.01354   
 
      fractal_dimension_se  Unnamed: 32  
 526              0.001787          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 206  879804         B        9.876         17.27           0.1089   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 206           0.07232         0.1934                 0.06285     0.2137   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 206       1.342       0.009719         0.01249       0.0221   
 
      fractal_dimension_se  Unnamed: 32  
 206              0.002472          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 437  909220         B        14.04         15.98          0.08458   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 437           0.05895         0.1714                 0.05898     0.3892   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 437       1.046       0.007976         0.01295      0.02005   
 
      fractal_dimension_se  Unnamed: 32  
 437               0.00283          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 392  903507         M        15.49         19.97            0.116   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 392            0.1562         0.1929                 0.06744      0.647   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 392       1.331       0.007269         0.02928      0.01852   
 
      fractal_dimension_se  Unnamed: 32  
 392              0.004232          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 441  909445         M        17.27         25.42          0.08331   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 441            0.1109         0.1467                 0.05407       0.51   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 441       1.679       0.008109         0.04308      0.01594   
 
      fractal_dimension_se  Unnamed: 32  
 441              0.003739          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 137  868682         B        11.43         15.39          0.09639   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 137           0.06889         0.1734                 0.05865     0.1759   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 137      0.9938       0.005133         0.01521      0.01501   
 
      fractal_dimension_se  Unnamed: 32  
 137              0.001588          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 230  881972         M        17.05         19.08           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 230            0.1572         0.2131                 0.06325     0.2959   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 230       0.679       0.005532         0.02008      0.01177   
 
      fractal_dimension_se  Unnamed: 32  
 230              0.002336          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 7  84458202         M        13.71         20.83           0.1189   
 
    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 7            0.1645         0.2196                 0.07451     0.5835   
 
    texture_se  smoothness_se  compactness_se  symmetry_se  \
 7       1.377       0.008805         0.03029      0.01486   
 
    fractal_dimension_se  Unnamed: 32  
 7              0.005412          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 155  8711003         B        12.25         17.94          0.08654   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 155           0.06679          0.197                 0.06228       0.22   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 155      0.9823       0.005518         0.01562      0.01799   
 
      fractal_dimension_se  Unnamed: 32  
 155              0.002484          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 186  874217         M        18.31         18.58          0.08588   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 186           0.08468         0.1621                 0.05425     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 186      0.4757       0.002866        0.009181      0.01069   
 
      fractal_dimension_se  Unnamed: 32  
 186              0.001087          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 101  862722         B        6.981         13.43            0.117   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 101           0.07568          0.193                 0.07818     0.2241   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 101       1.508        0.01019         0.01084      0.02659   
 
      fractal_dimension_se  Unnamed: 32  
 101                0.0041          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 153  87106         B        11.15         13.08          0.09754   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 153           0.05113          0.183                 0.06105     0.2251   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 153      0.7815       0.009019        0.008985      0.02388   
 
      fractal_dimension_se  Unnamed: 32  
 153              0.001619          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 30  853401         M        18.63         25.11           0.1064   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 30            0.1887         0.2183                 0.06197     0.8307   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 30       1.466       0.006248         0.03374      0.02007   
 
     fractal_dimension_se  Unnamed: 32  
 30               0.00456          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 531  91903901         B        11.67         20.02           0.1016   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 531           0.09453         0.1859                 0.06461     0.2067   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 531      0.8745       0.005251         0.01727      0.01449   
 
      fractal_dimension_se  Unnamed: 32  
 531              0.002671          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 49  857156         B        13.49          22.3          0.08752   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 49           0.07698         0.1809                 0.05718     0.2338   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 49       1.353       0.004455         0.01382      0.01641   
 
     fractal_dimension_se  Unnamed: 32  
 49              0.001956          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 299  892399         B        10.51         23.09           0.1015   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 299           0.06797         0.1695                 0.06556     0.2868   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 299       1.143        0.01017         0.01443      0.03464   
 
      fractal_dimension_se  Unnamed: 32  
 299              0.001971          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 502  91505         B        12.54         16.32           0.1158   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 502            0.1085         0.1943                 0.06612     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 502       1.095       0.009702         0.01567      0.02801   
 
      fractal_dimension_se  Unnamed: 32  
 502               0.00248          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 56  857637         M        19.21         18.57           0.1053   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 56            0.1267         0.1917                 0.05961     0.7275   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 56       1.193       0.006458         0.02306      0.01852   
 
     fractal_dimension_se  Unnamed: 32  
 56              0.002608          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 320  894604         B        10.25         16.18           0.1061   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 320            0.1111         0.1743                 0.07279     0.3677   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 320       1.471        0.01049         0.04265      0.02719   
 
      fractal_dimension_se  Unnamed: 32  
 320              0.007596          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 252  885429         M        19.73         19.82           0.1062   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 252            0.1849         0.1733                 0.06697     0.7661   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 252        0.78       0.008482         0.05057      0.01467   
 
      fractal_dimension_se  Unnamed: 32  
 252              0.007259          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 202  878796         M        23.29         26.67           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 202            0.2084           0.22                 0.06229     0.5539   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 202        1.56       0.009327         0.05121      0.02175   
 
      fractal_dimension_se  Unnamed: 32  
 202              0.005195          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 240  88350402         B        13.64          15.6          0.09423   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 240            0.0663         0.1717                  0.0566     0.3242   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 240      0.6612        0.00647         0.01248      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 240              0.001794          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 261  888264         M        17.35         23.06          0.08662   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 261            0.0629         0.1564                 0.05307     0.4007   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 261       1.317       0.005726         0.01106      0.01411   
 
      fractal_dimension_se  Unnamed: 32  
 261              0.001578          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 339  89812         M        23.51         24.27           0.1069   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 339            0.1283         0.1797                 0.05506      1.009   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 339      0.9245       0.006292         0.01971      0.01479   
 
      fractal_dimension_se  Unnamed: 32  
 339              0.003118          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 276  8911230         B        11.33         14.16          0.09379   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 276           0.03872         0.1954                 0.05821     0.2375   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 276        1.28       0.008426        0.008998      0.02358   
 
      fractal_dimension_se  Unnamed: 32  
 276              0.001627          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 505  915276         B        9.676         13.14           0.1255   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 505            0.2204         0.2057                 0.09575     0.2744   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 505        1.39        0.02177         0.04888      0.02632   
 
      fractal_dimension_se  Unnamed: 32  
 505               0.01148          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 154  8711002         B        13.15         15.34          0.09384   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 154           0.08498         0.1822                 0.06207      0.271   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 154      0.7927       0.008584         0.02017      0.02769   
 
      fractal_dimension_se  Unnamed: 32  
 154              0.003479          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 262  888570         M        17.29         22.13          0.08999   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 262            0.1273         0.2108                 0.05464     0.8348   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 262       1.633       0.006717         0.05981      0.02747   
 
      fractal_dimension_se  Unnamed: 32  
 262              0.005838          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 229  881861         M        12.83         22.33           0.1088   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 229            0.1799         0.2123                 0.07254     0.3061   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 229       1.069       0.006983         0.03858       0.0168   
 
      fractal_dimension_se  Unnamed: 32  
 229              0.005617          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 171  87163         M        13.43         19.63          0.09048   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 171           0.06288         0.1598                 0.05671     0.4697   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 171       1.147       0.006003         0.01063       0.0152   
 
      fractal_dimension_se  Unnamed: 32  
 171              0.001868          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 454  911202         B        12.62         17.15          0.08583   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 454            0.0543         0.1799                 0.05826     0.1692   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 454      0.6674       0.003888        0.008539      0.01608   
 
      fractal_dimension_se  Unnamed: 32  
 454              0.001638          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 158  871122         B        12.06         12.74          0.09311   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 158           0.05241          0.159                 0.05907     0.1822   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 158      0.7285       0.005528        0.009789      0.01465   
 
      fractal_dimension_se  Unnamed: 32  
 158               0.00253          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 415  905686         B        11.89         21.17          0.09773   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 415            0.0812         0.2019                  0.0629     0.2747   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 415       1.203       0.009895         0.03053      0.02258   
 
      fractal_dimension_se  Unnamed: 32  
 415              0.002272          NaN  ]

df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)
df1

	id	diagnosis	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	897880	B	10.05	17.53	0.1007	0.07326	0.189	0.06331	0.2619	2.015	0.007803	0.01449	0.021	0.002778	NaN
1	923748	B	10.86	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.304	0.009579	0.01104	0.03004	0.002228	NaN
2	874158	B	10.08	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.268	0.01439	0.012	0.02538	0.00347	NaN
3	89344	B	13.2	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	8810158	B	13.11	22.54	0.1002	0.1483	0.185	0.0731	0.1931	0.9223	0.005251	0.03041	0.02514	0.004198	NaN
5	883852	B	11.3	18.19	0.09592	0.1325	0.2054	0.07669	0.2428	1.642	0.006663	0.05914	0.01995	0.008675	NaN
6	893988	B	11.54	10.72	0.08597	0.05969	0.1833	0.061	0.1312	0.3602	0.004124	0.0134	0.02032	0.001952	NaN
7	88299702	M	23.21	26.97	0.09509	0.1682	0.1909	0.06309	1.058	0.9635	0.006428	0.02863	0.0159	0.003053	NaN
8	8610629	B	13.53	10.94	0.1291	0.1047	0.2403	0.06641	0.4101	1.014	0.0134	0.02839	0.02572	0.006164	NaN
9	891703	B	11.85	17.46	0.08372	0.05642	0.1875	0.05715	0.207	1.238	0.007595	0.015	0.01792	0.001784	NaN
10	926682	M	20.13	28.25	0.0978	0.1034	0.1752	0.05533	0.7655	2.463	0.005769	0.02423	0.01898	0.002498	NaN
11	913535	M	16.69	20.2	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.01446	0.01961	0.0017	NaN
12	901028	B	13.87	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.363	0.005638	0.007939	0.01544	0.002087	NaN
13	86409	B	14.26	19.65	0.07837	0.2233	0.1704	0.07769	0.3628	1.49	0.005298	0.07446	0.02566	0.01298	NaN
14	91813701	B	13.46	18.75	0.1075	0.1138	0.1723	0.06317	0.1998	0.6068	0.004413	0.01443	0.01354	0.001787	NaN
15	879804	B	9.876	17.27	0.1089	0.07232	0.1934	0.06285	0.2137	1.342	0.009719	0.01249	0.0221	0.002472	NaN
16	909220	B	14.04	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.046	0.007976	0.01295	0.02005	0.00283	NaN
17	903507	M	15.49	19.97	0.116	0.1562	0.1929	0.06744	0.647	1.331	0.007269	0.02928	0.01852	0.004232	NaN
18	909445	M	17.27	25.42	0.08331	0.1109	0.1467	0.05407	0.51	1.679	0.008109	0.04308	0.01594	0.003739	NaN
19	868682	B	11.43	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.01521	0.01501	0.001588	NaN
20	881972	M	17.05	19.08	0.1141	0.1572	0.2131	0.06325	0.2959	0.679	0.005532	0.02008	0.01177	0.002336	NaN
21	84458202	M	13.71	20.83	0.1189	0.1645	0.2196	0.07451	0.5835	1.377	0.008805	0.03029	0.01486	0.005412	NaN
22	8711003	B	12.25	17.94	0.08654	0.06679	0.197	0.06228	0.22	0.9823	0.005518	0.01562	0.01799	0.002484	NaN
23	874217	M	18.31	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	862722	B	6.981	13.43	0.117	0.07568	0.193	0.07818	0.2241	1.508	0.01019	0.01084	0.02659	0.0041	NaN
25	87106	B	11.15	13.08	0.09754	0.05113	0.183	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	853401	M	18.63	25.11	0.1064	0.1887	0.2183	0.06197	0.8307	1.466	0.006248	0.03374	0.02007	0.00456	NaN
27	91903901	B	11.67	20.02	0.1016	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.01727	0.01449	0.002671	NaN
28	857156	B	13.49	22.3	0.08752	0.07698	0.1809	0.05718	0.2338	1.353	0.004455	0.01382	0.01641	0.001956	NaN
29	892399	B	10.51	23.09	0.1015	0.06797	0.1695	0.06556	0.2868	1.143	0.01017	0.01443	0.03464	0.001971	NaN
30	91505	B	12.54	16.32	0.1158	0.1085	0.1943	0.06612	0.2577	1.095	0.009702	0.01567	0.02801	0.00248	NaN
31	857637	M	19.21	18.57	0.1053	0.1267	0.1917	0.05961	0.7275	1.193	0.006458	0.02306	0.01852	0.002608	NaN
32	894604	B	10.25	16.18	0.1061	0.1111	0.1743	0.07279	0.3677	1.471	0.01049	0.04265	0.02719	0.007596	NaN
33	885429	M	19.73	19.82	0.1062	0.1849	0.1733	0.06697	0.7661	0.78	0.008482	0.05057	0.01467	0.007259	NaN
34	878796	M	23.29	26.67	0.1141	0.2084	0.22	0.06229	0.5539	1.56	0.009327	0.05121	0.02175	0.005195	NaN
35	88350402	B	13.64	15.6	0.09423	0.0663	0.1717	0.0566	0.3242	0.6612	0.00647	0.01248	0.01898	0.001794	NaN
36	888264	M	17.35	23.06	0.08662	0.0629	0.1564	0.05307	0.4007	1.317	0.005726	0.01106	0.01411	0.001578	NaN
37	89812	M	23.51	24.27	0.1069	0.1283	0.1797	0.05506	1.009	0.9245	0.006292	0.01971	0.01479	0.003118	NaN
38	8911230	B	11.33	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.28	0.008426	0.008998	0.02358	0.001627	NaN
39	915276	B	9.676	13.14	0.1255	0.2204	0.2057	0.09575	0.2744	1.39	0.02177	0.04888	0.02632	0.01148	NaN
40	8711002	B	13.15	15.34	0.09384	0.08498	0.1822	0.06207	0.271	0.7927	0.008584	0.02017	0.02769	0.003479	NaN
41	888570	M	17.29	22.13	0.08999	0.1273	0.2108	0.05464	0.8348	1.633	0.006717	0.05981	0.02747	0.005838	NaN
42	881861	M	12.83	22.33	0.1088	0.1799	0.2123	0.07254	0.3061	1.069	0.006983	0.03858	0.0168	0.005617	NaN
43	87163	M	13.43	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.147	0.006003	0.01063	0.0152	0.001868	NaN
44	911202	B	12.62	17.15	0.08583	0.0543	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	871122	B	12.06	12.74	0.09311	0.05241	0.159	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.00253	NaN
46	905686	B	11.89	21.17	0.09773	0.0812	0.2019	0.0629	0.2747	1.203	0.009895	0.03053	0.02258	0.002272	NaN

# saving the dataframe
df1.to_csv('Misclassified_Results_of_NB_Model.csv')

np.reshape(df_new,[47,1,15])

array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
         0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],

       [[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
         0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],

       [[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
         0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],

       [[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
         0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],

       [[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
         0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],

       [[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
         0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],

       [[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
         0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],

       [[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
         1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],

       [[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
         0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],

       [[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
         0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],

       [[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
         0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],

       [[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
         0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],

       [[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
         0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],

       [[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
         0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],

       [[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
         0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],

       [[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
         0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],

       [[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
         0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],

       [[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
         0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],

       [[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
         0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],

       [[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
         0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],

       [[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
         0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],

       [[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
         0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],

       [[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
         0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],

       [[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
         0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],

       [[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
         0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],

       [[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
         0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],

       [[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
         0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],

       [[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
         0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],

       [[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
         0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],

       [[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
         0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],

       [[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
         0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],

       [[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
         0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],

       [[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
         0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],

       [[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
         0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],

       [[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
         0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],

       [[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
         0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],

       [[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
         0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],

       [[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
         1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],

       [[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
         0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],

       [[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
         0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],

       [[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
         0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],

       [[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
         0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],

       [[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
         0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],

       [[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
         0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],

       [[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
         0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],

       [[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
         0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],

       [[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
         0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
      dtype=object)

3. KNeighborsClassifier

from sklearn.neighbors import KNeighborsClassifier
knn=KNeighborsClassifier(n_neighbors=7)

knn.fit(x_train,y_train)

KNeighborsClassifier(n_neighbors=7)

y_pred=knn.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error,r2_score
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",knn.score(x_train,y_train)*100)
print(knn.score(x_test,y_test))

              precision    recall  f1-score   support

           B       0.68      0.94      0.79        67
           M       0.81      0.36      0.50        47

    accuracy                           0.70       114
   macro avg       0.74      0.65      0.64       114
weighted avg       0.73      0.70      0.67       114

[[63  4]
 [30 17]]
Training Score:  80.21978021978022
0.7017543859649122

print(accuracy_score(y_test,y_pred)*100)

70.17543859649122

So we get a accuracy score of 70.17 % using KNeighborsClassifier

y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)

(array([  0,  15,  17,  18,  19,  20,  21,  24,  27,  29,  31,  33,  35,
        37,  39,  40,  42,  45,  49,  50,  51,  52,  59,  60,  61,  64,
        66,  67,  68,  71,  73,  74,  80,  81,  82,  84,  88,  89,  91,
        93,  96, 104, 106, 108, 109, 111, 112], dtype=int64),)

#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
    d=x_train.iloc[j,0]
    misclassified_data.append(d)

len(misclassified_data[0])

47

#view DataFrame
misclassified_data

[338      897880
 550      923748
 185      874158
 306       89344
 208     8810158
 242      883852
 313      893988
 236    88299702
 76      8610629
 293      891703
 565      926682
 489      913535
 357      901028
 112       86409
 526    91813701
 206      879804
 437      909220
 392      903507
 441      909445
 137      868682
 230      881972
 7      84458202
 155     8711003
 186      874217
 101      862722
 153       87106
 30       853401
 531    91903901
 49       857156
 299      892399
 502       91505
 56       857637
 320      894604
 252      885429
 202      878796
 240    88350402
 261      888264
 339       89812
 276     8911230
 505      915276
 154     8711002
 262      888570
 229      881861
 171       87163
 454      911202
 158      871122
 415      905686
 Name: id, dtype: int64]

print(misclassified_data[0])
print(type(misclassified_data))

338      897880
550      923748
185      874158
306       89344
208     8810158
242      883852
313      893988
236    88299702
76      8610629
293      891703
565      926682
489      913535
357      901028
112       86409
526    91813701
206      879804
437      909220
392      903507
441      909445
137      868682
230      881972
7      84458202
155     8711003
186      874217
101      862722
153       87106
30       853401
531    91903901
49       857156
299      892399
502       91505
56       857637
320      894604
252      885429
202      878796
240    88350402
261      888264
339       89812
276     8911230
505      915276
154     8711002
262      888570
229      881861
171       87163
454      911202
158      871122
415      905686
Name: id, dtype: int64
<class 'list'>

df_new = []

# ORIGINAL WORKING
for j in misclassified_data[0]:
    print(j)
    print("========================")
for i in misclassified_data[0]:
    df_new.append(df[df['id']==i])
    print(df_new)
    print("+++++++++++++++++++++++++++++++")
    print("+++++++++++++++++++++++++++++++")
#     df_new.append(df[df['id']==j])

897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
========================
862722
========================
87106
========================
853401
========================
91903901
========================
857156
========================
892399
========================
91505
========================
857637
========================
894604
========================
885429
========================
878796
========================
88350402
========================
888264
========================
89812
========================
8911230
========================
915276
========================
8711002
========================
888570
========================
881861
========================
87163
========================
911202
========================
871122
========================
905686
========================
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
415  905686         B        11.89         21.17          0.09773   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
415            0.0812         0.2019                  0.0629     0.2747   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
415       1.203       0.009895         0.03053      0.02258   

     fractal_dimension_se  Unnamed: 32  
415              0.002272          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++

df_new

[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 338  897880         B        10.05         17.53           0.1007   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 338           0.07326          0.189                 0.06331     0.2619   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 338       2.015       0.007803         0.01449        0.021   
 
      fractal_dimension_se  Unnamed: 32  
 338              0.002778          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 550  923748         B        10.86         21.48          0.07431   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 550           0.04227         0.1661                 0.05948     0.3163   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 550       1.304       0.009579         0.01104      0.03004   
 
      fractal_dimension_se  Unnamed: 32  
 550              0.002228          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 185  874158         B        10.08         15.11          0.09267   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 185           0.04695         0.1703                 0.06048     0.4245   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 185       1.268        0.01439           0.012      0.02538   
 
      fractal_dimension_se  Unnamed: 32  
 185               0.00347          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 306  89344         B         13.2         15.82          0.08511   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 306           0.05251         0.1632                 0.05894     0.1903   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 306      0.5735       0.003632        0.007861      0.01344   
 
      fractal_dimension_se  Unnamed: 32  
 306              0.002585          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 208  8810158         B        13.11         22.54           0.1002   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 208            0.1483          0.185                  0.0731     0.1931   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 208      0.9223       0.005251         0.03041      0.02514   
 
      fractal_dimension_se  Unnamed: 32  
 208              0.004198          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 242  883852         B         11.3         18.19          0.09592   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 242            0.1325         0.2054                 0.07669     0.2428   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 242       1.642       0.006663         0.05914      0.01995   
 
      fractal_dimension_se  Unnamed: 32  
 242              0.008675          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 313  893988         B        11.54         10.72          0.08597   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 313           0.05969         0.1833                   0.061     0.1312   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 313      0.3602       0.004124          0.0134      0.02032   
 
      fractal_dimension_se  Unnamed: 32  
 313              0.001952          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 236  88299702         M        23.21         26.97          0.09509   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 236            0.1682         0.1909                 0.06309      1.058   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 236      0.9635       0.006428         0.02863       0.0159   
 
      fractal_dimension_se  Unnamed: 32  
 236              0.003053          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 76  8610629         B        13.53         10.94           0.1291   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 76            0.1047         0.2403                 0.06641     0.4101   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 76       1.014         0.0134         0.02839      0.02572   
 
     fractal_dimension_se  Unnamed: 32  
 76              0.006164          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 293  891703         B        11.85         17.46          0.08372   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 293           0.05642         0.1875                 0.05715      0.207   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 293       1.238       0.007595           0.015      0.01792   
 
      fractal_dimension_se  Unnamed: 32  
 293              0.001784          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 565  926682         M        20.13         28.25           0.0978   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 565            0.1034         0.1752                 0.05533     0.7655   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 565       2.463       0.005769         0.02423      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 565              0.002498          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 489  913535         M        16.69          20.2          0.07497   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 489           0.07112         0.1846                 0.05325     0.2473   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 489      0.5679       0.002667         0.01446      0.01961   
 
      fractal_dimension_se  Unnamed: 32  
 489                0.0017          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 357  901028         B        13.87         16.21          0.08743   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 357           0.05492         0.1424                 0.05883     0.2543   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 357       1.363       0.005638        0.007939      0.01544   
 
      fractal_dimension_se  Unnamed: 32  
 357              0.002087          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 112  86409         B        14.26         19.65          0.07837   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 112            0.2233         0.1704                 0.07769     0.3628   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 112        1.49       0.005298         0.07446      0.02566   
 
      fractal_dimension_se  Unnamed: 32  
 112               0.01298          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 526  91813701         B        13.46         18.75           0.1075   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 526            0.1138         0.1723                 0.06317     0.1998   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 526      0.6068       0.004413         0.01443      0.01354   
 
      fractal_dimension_se  Unnamed: 32  
 526              0.001787          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 206  879804         B        9.876         17.27           0.1089   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 206           0.07232         0.1934                 0.06285     0.2137   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 206       1.342       0.009719         0.01249       0.0221   
 
      fractal_dimension_se  Unnamed: 32  
 206              0.002472          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 437  909220         B        14.04         15.98          0.08458   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 437           0.05895         0.1714                 0.05898     0.3892   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 437       1.046       0.007976         0.01295      0.02005   
 
      fractal_dimension_se  Unnamed: 32  
 437               0.00283          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 392  903507         M        15.49         19.97            0.116   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 392            0.1562         0.1929                 0.06744      0.647   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 392       1.331       0.007269         0.02928      0.01852   
 
      fractal_dimension_se  Unnamed: 32  
 392              0.004232          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 441  909445         M        17.27         25.42          0.08331   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 441            0.1109         0.1467                 0.05407       0.51   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 441       1.679       0.008109         0.04308      0.01594   
 
      fractal_dimension_se  Unnamed: 32  
 441              0.003739          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 137  868682         B        11.43         15.39          0.09639   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 137           0.06889         0.1734                 0.05865     0.1759   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 137      0.9938       0.005133         0.01521      0.01501   
 
      fractal_dimension_se  Unnamed: 32  
 137              0.001588          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 230  881972         M        17.05         19.08           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 230            0.1572         0.2131                 0.06325     0.2959   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 230       0.679       0.005532         0.02008      0.01177   
 
      fractal_dimension_se  Unnamed: 32  
 230              0.002336          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 7  84458202         M        13.71         20.83           0.1189   
 
    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 7            0.1645         0.2196                 0.07451     0.5835   
 
    texture_se  smoothness_se  compactness_se  symmetry_se  \
 7       1.377       0.008805         0.03029      0.01486   
 
    fractal_dimension_se  Unnamed: 32  
 7              0.005412          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 155  8711003         B        12.25         17.94          0.08654   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 155           0.06679          0.197                 0.06228       0.22   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 155      0.9823       0.005518         0.01562      0.01799   
 
      fractal_dimension_se  Unnamed: 32  
 155              0.002484          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 186  874217         M        18.31         18.58          0.08588   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 186           0.08468         0.1621                 0.05425     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 186      0.4757       0.002866        0.009181      0.01069   
 
      fractal_dimension_se  Unnamed: 32  
 186              0.001087          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 101  862722         B        6.981         13.43            0.117   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 101           0.07568          0.193                 0.07818     0.2241   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 101       1.508        0.01019         0.01084      0.02659   
 
      fractal_dimension_se  Unnamed: 32  
 101                0.0041          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 153  87106         B        11.15         13.08          0.09754   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 153           0.05113          0.183                 0.06105     0.2251   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 153      0.7815       0.009019        0.008985      0.02388   
 
      fractal_dimension_se  Unnamed: 32  
 153              0.001619          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 30  853401         M        18.63         25.11           0.1064   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 30            0.1887         0.2183                 0.06197     0.8307   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 30       1.466       0.006248         0.03374      0.02007   
 
     fractal_dimension_se  Unnamed: 32  
 30               0.00456          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 531  91903901         B        11.67         20.02           0.1016   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 531           0.09453         0.1859                 0.06461     0.2067   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 531      0.8745       0.005251         0.01727      0.01449   
 
      fractal_dimension_se  Unnamed: 32  
 531              0.002671          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 49  857156         B        13.49          22.3          0.08752   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 49           0.07698         0.1809                 0.05718     0.2338   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 49       1.353       0.004455         0.01382      0.01641   
 
     fractal_dimension_se  Unnamed: 32  
 49              0.001956          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 299  892399         B        10.51         23.09           0.1015   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 299           0.06797         0.1695                 0.06556     0.2868   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 299       1.143        0.01017         0.01443      0.03464   
 
      fractal_dimension_se  Unnamed: 32  
 299              0.001971          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 502  91505         B        12.54         16.32           0.1158   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 502            0.1085         0.1943                 0.06612     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 502       1.095       0.009702         0.01567      0.02801   
 
      fractal_dimension_se  Unnamed: 32  
 502               0.00248          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 56  857637         M        19.21         18.57           0.1053   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 56            0.1267         0.1917                 0.05961     0.7275   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 56       1.193       0.006458         0.02306      0.01852   
 
     fractal_dimension_se  Unnamed: 32  
 56              0.002608          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 320  894604         B        10.25         16.18           0.1061   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 320            0.1111         0.1743                 0.07279     0.3677   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 320       1.471        0.01049         0.04265      0.02719   
 
      fractal_dimension_se  Unnamed: 32  
 320              0.007596          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 252  885429         M        19.73         19.82           0.1062   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 252            0.1849         0.1733                 0.06697     0.7661   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 252        0.78       0.008482         0.05057      0.01467   
 
      fractal_dimension_se  Unnamed: 32  
 252              0.007259          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 202  878796         M        23.29         26.67           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 202            0.2084           0.22                 0.06229     0.5539   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 202        1.56       0.009327         0.05121      0.02175   
 
      fractal_dimension_se  Unnamed: 32  
 202              0.005195          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 240  88350402         B        13.64          15.6          0.09423   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 240            0.0663         0.1717                  0.0566     0.3242   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 240      0.6612        0.00647         0.01248      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 240              0.001794          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 261  888264         M        17.35         23.06          0.08662   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 261            0.0629         0.1564                 0.05307     0.4007   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 261       1.317       0.005726         0.01106      0.01411   
 
      fractal_dimension_se  Unnamed: 32  
 261              0.001578          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 339  89812         M        23.51         24.27           0.1069   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 339            0.1283         0.1797                 0.05506      1.009   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 339      0.9245       0.006292         0.01971      0.01479   
 
      fractal_dimension_se  Unnamed: 32  
 339              0.003118          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 276  8911230         B        11.33         14.16          0.09379   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 276           0.03872         0.1954                 0.05821     0.2375   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 276        1.28       0.008426        0.008998      0.02358   
 
      fractal_dimension_se  Unnamed: 32  
 276              0.001627          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 505  915276         B        9.676         13.14           0.1255   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 505            0.2204         0.2057                 0.09575     0.2744   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 505        1.39        0.02177         0.04888      0.02632   
 
      fractal_dimension_se  Unnamed: 32  
 505               0.01148          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 154  8711002         B        13.15         15.34          0.09384   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 154           0.08498         0.1822                 0.06207      0.271   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 154      0.7927       0.008584         0.02017      0.02769   
 
      fractal_dimension_se  Unnamed: 32  
 154              0.003479          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 262  888570         M        17.29         22.13          0.08999   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 262            0.1273         0.2108                 0.05464     0.8348   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 262       1.633       0.006717         0.05981      0.02747   
 
      fractal_dimension_se  Unnamed: 32  
 262              0.005838          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 229  881861         M        12.83         22.33           0.1088   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 229            0.1799         0.2123                 0.07254     0.3061   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 229       1.069       0.006983         0.03858       0.0168   
 
      fractal_dimension_se  Unnamed: 32  
 229              0.005617          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 171  87163         M        13.43         19.63          0.09048   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 171           0.06288         0.1598                 0.05671     0.4697   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 171       1.147       0.006003         0.01063       0.0152   
 
      fractal_dimension_se  Unnamed: 32  
 171              0.001868          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 454  911202         B        12.62         17.15          0.08583   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 454            0.0543         0.1799                 0.05826     0.1692   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 454      0.6674       0.003888        0.008539      0.01608   
 
      fractal_dimension_se  Unnamed: 32  
 454              0.001638          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 158  871122         B        12.06         12.74          0.09311   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 158           0.05241          0.159                 0.05907     0.1822   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 158      0.7285       0.005528        0.009789      0.01465   
 
      fractal_dimension_se  Unnamed: 32  
 158               0.00253          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 415  905686         B        11.89         21.17          0.09773   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 415            0.0812         0.2019                  0.0629     0.2747   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 415       1.203       0.009895         0.03053      0.02258   
 
      fractal_dimension_se  Unnamed: 32  
 415              0.002272          NaN  ]

df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)
df1

	id	diagnosis	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	897880	B	10.05	17.53	0.1007	0.07326	0.189	0.06331	0.2619	2.015	0.007803	0.01449	0.021	0.002778	NaN
1	923748	B	10.86	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.304	0.009579	0.01104	0.03004	0.002228	NaN
2	874158	B	10.08	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.268	0.01439	0.012	0.02538	0.00347	NaN
3	89344	B	13.2	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	8810158	B	13.11	22.54	0.1002	0.1483	0.185	0.0731	0.1931	0.9223	0.005251	0.03041	0.02514	0.004198	NaN
5	883852	B	11.3	18.19	0.09592	0.1325	0.2054	0.07669	0.2428	1.642	0.006663	0.05914	0.01995	0.008675	NaN
6	893988	B	11.54	10.72	0.08597	0.05969	0.1833	0.061	0.1312	0.3602	0.004124	0.0134	0.02032	0.001952	NaN
7	88299702	M	23.21	26.97	0.09509	0.1682	0.1909	0.06309	1.058	0.9635	0.006428	0.02863	0.0159	0.003053	NaN
8	8610629	B	13.53	10.94	0.1291	0.1047	0.2403	0.06641	0.4101	1.014	0.0134	0.02839	0.02572	0.006164	NaN
9	891703	B	11.85	17.46	0.08372	0.05642	0.1875	0.05715	0.207	1.238	0.007595	0.015	0.01792	0.001784	NaN
10	926682	M	20.13	28.25	0.0978	0.1034	0.1752	0.05533	0.7655	2.463	0.005769	0.02423	0.01898	0.002498	NaN
11	913535	M	16.69	20.2	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.01446	0.01961	0.0017	NaN
12	901028	B	13.87	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.363	0.005638	0.007939	0.01544	0.002087	NaN
13	86409	B	14.26	19.65	0.07837	0.2233	0.1704	0.07769	0.3628	1.49	0.005298	0.07446	0.02566	0.01298	NaN
14	91813701	B	13.46	18.75	0.1075	0.1138	0.1723	0.06317	0.1998	0.6068	0.004413	0.01443	0.01354	0.001787	NaN
15	879804	B	9.876	17.27	0.1089	0.07232	0.1934	0.06285	0.2137	1.342	0.009719	0.01249	0.0221	0.002472	NaN
16	909220	B	14.04	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.046	0.007976	0.01295	0.02005	0.00283	NaN
17	903507	M	15.49	19.97	0.116	0.1562	0.1929	0.06744	0.647	1.331	0.007269	0.02928	0.01852	0.004232	NaN
18	909445	M	17.27	25.42	0.08331	0.1109	0.1467	0.05407	0.51	1.679	0.008109	0.04308	0.01594	0.003739	NaN
19	868682	B	11.43	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.01521	0.01501	0.001588	NaN
20	881972	M	17.05	19.08	0.1141	0.1572	0.2131	0.06325	0.2959	0.679	0.005532	0.02008	0.01177	0.002336	NaN
21	84458202	M	13.71	20.83	0.1189	0.1645	0.2196	0.07451	0.5835	1.377	0.008805	0.03029	0.01486	0.005412	NaN
22	8711003	B	12.25	17.94	0.08654	0.06679	0.197	0.06228	0.22	0.9823	0.005518	0.01562	0.01799	0.002484	NaN
23	874217	M	18.31	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	862722	B	6.981	13.43	0.117	0.07568	0.193	0.07818	0.2241	1.508	0.01019	0.01084	0.02659	0.0041	NaN
25	87106	B	11.15	13.08	0.09754	0.05113	0.183	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	853401	M	18.63	25.11	0.1064	0.1887	0.2183	0.06197	0.8307	1.466	0.006248	0.03374	0.02007	0.00456	NaN
27	91903901	B	11.67	20.02	0.1016	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.01727	0.01449	0.002671	NaN
28	857156	B	13.49	22.3	0.08752	0.07698	0.1809	0.05718	0.2338	1.353	0.004455	0.01382	0.01641	0.001956	NaN
29	892399	B	10.51	23.09	0.1015	0.06797	0.1695	0.06556	0.2868	1.143	0.01017	0.01443	0.03464	0.001971	NaN
30	91505	B	12.54	16.32	0.1158	0.1085	0.1943	0.06612	0.2577	1.095	0.009702	0.01567	0.02801	0.00248	NaN
31	857637	M	19.21	18.57	0.1053	0.1267	0.1917	0.05961	0.7275	1.193	0.006458	0.02306	0.01852	0.002608	NaN
32	894604	B	10.25	16.18	0.1061	0.1111	0.1743	0.07279	0.3677	1.471	0.01049	0.04265	0.02719	0.007596	NaN
33	885429	M	19.73	19.82	0.1062	0.1849	0.1733	0.06697	0.7661	0.78	0.008482	0.05057	0.01467	0.007259	NaN
34	878796	M	23.29	26.67	0.1141	0.2084	0.22	0.06229	0.5539	1.56	0.009327	0.05121	0.02175	0.005195	NaN
35	88350402	B	13.64	15.6	0.09423	0.0663	0.1717	0.0566	0.3242	0.6612	0.00647	0.01248	0.01898	0.001794	NaN
36	888264	M	17.35	23.06	0.08662	0.0629	0.1564	0.05307	0.4007	1.317	0.005726	0.01106	0.01411	0.001578	NaN
37	89812	M	23.51	24.27	0.1069	0.1283	0.1797	0.05506	1.009	0.9245	0.006292	0.01971	0.01479	0.003118	NaN
38	8911230	B	11.33	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.28	0.008426	0.008998	0.02358	0.001627	NaN
39	915276	B	9.676	13.14	0.1255	0.2204	0.2057	0.09575	0.2744	1.39	0.02177	0.04888	0.02632	0.01148	NaN
40	8711002	B	13.15	15.34	0.09384	0.08498	0.1822	0.06207	0.271	0.7927	0.008584	0.02017	0.02769	0.003479	NaN
41	888570	M	17.29	22.13	0.08999	0.1273	0.2108	0.05464	0.8348	1.633	0.006717	0.05981	0.02747	0.005838	NaN
42	881861	M	12.83	22.33	0.1088	0.1799	0.2123	0.07254	0.3061	1.069	0.006983	0.03858	0.0168	0.005617	NaN
43	87163	M	13.43	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.147	0.006003	0.01063	0.0152	0.001868	NaN
44	911202	B	12.62	17.15	0.08583	0.0543	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	871122	B	12.06	12.74	0.09311	0.05241	0.159	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.00253	NaN
46	905686	B	11.89	21.17	0.09773	0.0812	0.2019	0.0629	0.2747	1.203	0.009895	0.03053	0.02258	0.002272	NaN

# saving the dataframe
df1.to_csv('Misclassified_Results_of_KNN_Model.csv')

np.reshape(df_new,[47,1,15])

array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
         0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],

       [[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
         0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],

       [[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
         0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],

       [[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
         0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],

       [[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
         0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],

       [[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
         0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],

       [[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
         0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],

       [[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
         1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],

       [[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
         0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],

       [[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
         0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],

       [[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
         0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],

       [[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
         0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],

       [[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
         0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],

       [[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
         0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],

       [[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
         0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],

       [[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
         0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],

       [[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
         0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],

       [[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
         0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],

       [[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
         0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],

       [[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
         0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],

       [[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
         0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],

       [[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
         0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],

       [[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
         0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],

       [[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
         0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],

       [[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
         0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],

       [[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
         0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],

       [[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
         0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],

       [[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
         0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],

       [[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
         0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],

       [[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
         0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],

       [[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
         0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],

       [[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
         0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],

       [[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
         0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],

       [[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
         0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],

       [[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
         0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],

       [[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
         0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],

       [[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
         0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],

       [[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
         1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],

       [[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
         0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],

       [[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
         0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],

       [[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
         0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],

       [[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
         0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],

       [[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
         0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],

       [[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
         0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],

       [[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
         0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],

       [[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
         0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],

       [[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
         0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
      dtype=object)

4. DECISION TREE CLASSIFIER

from sklearn.tree import DecisionTreeClassifier
dtree = DecisionTreeClassifier(max_depth=6, random_state=123)

dtree.fit(x_train,y_train)

DecisionTreeClassifier(max_depth=6, random_state=123)

y_pred=dtree.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",dtree.score(x_train,y_train)*100)

              precision    recall  f1-score   support

           B       0.97      0.94      0.95        67
           M       0.92      0.96      0.94        47

    accuracy                           0.95       114
   macro avg       0.94      0.95      0.95       114
weighted avg       0.95      0.95      0.95       114

[[63  4]
 [ 2 45]]
Training Score:  99.34065934065934

print(accuracy_score(y_test,y_pred)*100)

94.73684210526315

So we get a accuracy score of 94.73 % using Decision Tree Classifier

y_test_array = np.asarray(y_test)
misclassified = np.where(y_test_array != reg.predict(x_test))
print(misclassified)

(array([  0,  15,  17,  18,  19,  20,  21,  24,  27,  29,  31,  33,  35,
        37,  39,  40,  42,  45,  49,  50,  51,  52,  59,  60,  61,  64,
        66,  67,  68,  71,  73,  74,  80,  81,  82,  84,  88,  89,  91,
        93,  96, 104, 106, 108, 109, 111, 112], dtype=int64),)

#make this example reproducible
np.random.seed(0)
#create DataFrame
misclassified_data=[]
for j in misclassified:
    d=x_train.iloc[j,0]
    misclassified_data.append(d)

len(misclassified_data[0])

47

#view DataFrame
misclassified_data

[338      897880
 550      923748
 185      874158
 306       89344
 208     8810158
 242      883852
 313      893988
 236    88299702
 76      8610629
 293      891703
 565      926682
 489      913535
 357      901028
 112       86409
 526    91813701
 206      879804
 437      909220
 392      903507
 441      909445
 137      868682
 230      881972
 7      84458202
 155     8711003
 186      874217
 101      862722
 153       87106
 30       853401
 531    91903901
 49       857156
 299      892399
 502       91505
 56       857637
 320      894604
 252      885429
 202      878796
 240    88350402
 261      888264
 339       89812
 276     8911230
 505      915276
 154     8711002
 262      888570
 229      881861
 171       87163
 454      911202
 158      871122
 415      905686
 Name: id, dtype: int64]

print(misclassified_data[0])
print(type(misclassified_data))

338      897880
550      923748
185      874158
306       89344
208     8810158
242      883852
313      893988
236    88299702
76      8610629
293      891703
565      926682
489      913535
357      901028
112       86409
526    91813701
206      879804
437      909220
392      903507
441      909445
137      868682
230      881972
7      84458202
155     8711003
186      874217
101      862722
153       87106
30       853401
531    91903901
49       857156
299      892399
502       91505
56       857637
320      894604
252      885429
202      878796
240    88350402
261      888264
339       89812
276     8911230
505      915276
154     8711002
262      888570
229      881861
171       87163
454      911202
158      871122
415      905686
Name: id, dtype: int64
<class 'list'>

df_new = []

# ORIGINAL WORKING
for j in misclassified_data[0]:
    print(j)
    print("========================")
for i in misclassified_data[0]:
    df_new.append(df[df['id']==i])
    print(df_new)
    print("+++++++++++++++++++++++++++++++")
    print("+++++++++++++++++++++++++++++++")
#     df_new.append(df[df['id']==j])

897880
========================
923748
========================
874158
========================
89344
========================
8810158
========================
883852
========================
893988
========================
88299702
========================
8610629
========================
891703
========================
926682
========================
913535
========================
901028
========================
86409
========================
91813701
========================
879804
========================
909220
========================
903507
========================
909445
========================
868682
========================
881972
========================
84458202
========================
8711003
========================
874217
========================
862722
========================
87106
========================
853401
========================
91903901
========================
857156
========================
892399
========================
91505
========================
857637
========================
894604
========================
885429
========================
878796
========================
88350402
========================
888264
========================
89812
========================
8911230
========================
915276
========================
8711002
========================
888570
========================
881861
========================
87163
========================
911202
========================
871122
========================
905686
========================
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++
[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
338  897880         B        10.05         17.53           0.1007   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
338           0.07326          0.189                 0.06331     0.2619   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
338       2.015       0.007803         0.01449        0.021   

     fractal_dimension_se  Unnamed: 32  
338              0.002778          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
550  923748         B        10.86         21.48          0.07431   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
550           0.04227         0.1661                 0.05948     0.3163   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
550       1.304       0.009579         0.01104      0.03004   

     fractal_dimension_se  Unnamed: 32  
550              0.002228          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
185  874158         B        10.08         15.11          0.09267   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
185           0.04695         0.1703                 0.06048     0.4245   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
185       1.268        0.01439           0.012      0.02538   

     fractal_dimension_se  Unnamed: 32  
185               0.00347          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
306  89344         B         13.2         15.82          0.08511   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
306           0.05251         0.1632                 0.05894     0.1903   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
306      0.5735       0.003632        0.007861      0.01344   

     fractal_dimension_se  Unnamed: 32  
306              0.002585          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
208  8810158         B        13.11         22.54           0.1002   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
208            0.1483          0.185                  0.0731     0.1931   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
208      0.9223       0.005251         0.03041      0.02514   

     fractal_dimension_se  Unnamed: 32  
208              0.004198          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
242  883852         B         11.3         18.19          0.09592   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
242            0.1325         0.2054                 0.07669     0.2428   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
242       1.642       0.006663         0.05914      0.01995   

     fractal_dimension_se  Unnamed: 32  
242              0.008675          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
313  893988         B        11.54         10.72          0.08597   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
313           0.05969         0.1833                   0.061     0.1312   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
313      0.3602       0.004124          0.0134      0.02032   

     fractal_dimension_se  Unnamed: 32  
313              0.001952          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
236  88299702         M        23.21         26.97          0.09509   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
236            0.1682         0.1909                 0.06309      1.058   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
236      0.9635       0.006428         0.02863       0.0159   

     fractal_dimension_se  Unnamed: 32  
236              0.003053          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
76  8610629         B        13.53         10.94           0.1291   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
76            0.1047         0.2403                 0.06641     0.4101   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
76       1.014         0.0134         0.02839      0.02572   

    fractal_dimension_se  Unnamed: 32  
76              0.006164          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
293  891703         B        11.85         17.46          0.08372   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
293           0.05642         0.1875                 0.05715      0.207   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
293       1.238       0.007595           0.015      0.01792   

     fractal_dimension_se  Unnamed: 32  
293              0.001784          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
565  926682         M        20.13         28.25           0.0978   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
565            0.1034         0.1752                 0.05533     0.7655   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
565       2.463       0.005769         0.02423      0.01898   

     fractal_dimension_se  Unnamed: 32  
565              0.002498          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
489  913535         M        16.69          20.2          0.07497   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
489           0.07112         0.1846                 0.05325     0.2473   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
489      0.5679       0.002667         0.01446      0.01961   

     fractal_dimension_se  Unnamed: 32  
489                0.0017          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
357  901028         B        13.87         16.21          0.08743   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
357           0.05492         0.1424                 0.05883     0.2543   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
357       1.363       0.005638        0.007939      0.01544   

     fractal_dimension_se  Unnamed: 32  
357              0.002087          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
112  86409         B        14.26         19.65          0.07837   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
112            0.2233         0.1704                 0.07769     0.3628   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
112        1.49       0.005298         0.07446      0.02566   

     fractal_dimension_se  Unnamed: 32  
112               0.01298          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
526  91813701         B        13.46         18.75           0.1075   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
526            0.1138         0.1723                 0.06317     0.1998   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
526      0.6068       0.004413         0.01443      0.01354   

     fractal_dimension_se  Unnamed: 32  
526              0.001787          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
206  879804         B        9.876         17.27           0.1089   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
206           0.07232         0.1934                 0.06285     0.2137   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
206       1.342       0.009719         0.01249       0.0221   

     fractal_dimension_se  Unnamed: 32  
206              0.002472          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
437  909220         B        14.04         15.98          0.08458   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
437           0.05895         0.1714                 0.05898     0.3892   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
437       1.046       0.007976         0.01295      0.02005   

     fractal_dimension_se  Unnamed: 32  
437               0.00283          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
392  903507         M        15.49         19.97            0.116   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
392            0.1562         0.1929                 0.06744      0.647   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
392       1.331       0.007269         0.02928      0.01852   

     fractal_dimension_se  Unnamed: 32  
392              0.004232          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
441  909445         M        17.27         25.42          0.08331   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
441            0.1109         0.1467                 0.05407       0.51   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
441       1.679       0.008109         0.04308      0.01594   

     fractal_dimension_se  Unnamed: 32  
441              0.003739          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
137  868682         B        11.43         15.39          0.09639   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
137           0.06889         0.1734                 0.05865     0.1759   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
137      0.9938       0.005133         0.01521      0.01501   

     fractal_dimension_se  Unnamed: 32  
137              0.001588          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
230  881972         M        17.05         19.08           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
230            0.1572         0.2131                 0.06325     0.2959   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
230       0.679       0.005532         0.02008      0.01177   

     fractal_dimension_se  Unnamed: 32  
230              0.002336          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
7  84458202         M        13.71         20.83           0.1189   

   compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
7            0.1645         0.2196                 0.07451     0.5835   

   texture_se  smoothness_se  compactness_se  symmetry_se  \
7       1.377       0.008805         0.03029      0.01486   

   fractal_dimension_se  Unnamed: 32  
7              0.005412          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
155  8711003         B        12.25         17.94          0.08654   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
155           0.06679          0.197                 0.06228       0.22   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
155      0.9823       0.005518         0.01562      0.01799   

     fractal_dimension_se  Unnamed: 32  
155              0.002484          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
186  874217         M        18.31         18.58          0.08588   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
186           0.08468         0.1621                 0.05425     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
186      0.4757       0.002866        0.009181      0.01069   

     fractal_dimension_se  Unnamed: 32  
186              0.001087          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
101  862722         B        6.981         13.43            0.117   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
101           0.07568          0.193                 0.07818     0.2241   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
101       1.508        0.01019         0.01084      0.02659   

     fractal_dimension_se  Unnamed: 32  
101                0.0041          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
153  87106         B        11.15         13.08          0.09754   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
153           0.05113          0.183                 0.06105     0.2251   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
153      0.7815       0.009019        0.008985      0.02388   

     fractal_dimension_se  Unnamed: 32  
153              0.001619          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
30  853401         M        18.63         25.11           0.1064   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
30            0.1887         0.2183                 0.06197     0.8307   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
30       1.466       0.006248         0.03374      0.02007   

    fractal_dimension_se  Unnamed: 32  
30               0.00456          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
531  91903901         B        11.67         20.02           0.1016   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
531           0.09453         0.1859                 0.06461     0.2067   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
531      0.8745       0.005251         0.01727      0.01449   

     fractal_dimension_se  Unnamed: 32  
531              0.002671          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
49  857156         B        13.49          22.3          0.08752   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
49           0.07698         0.1809                 0.05718     0.2338   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
49       1.353       0.004455         0.01382      0.01641   

    fractal_dimension_se  Unnamed: 32  
49              0.001956          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
299  892399         B        10.51         23.09           0.1015   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
299           0.06797         0.1695                 0.06556     0.2868   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
299       1.143        0.01017         0.01443      0.03464   

     fractal_dimension_se  Unnamed: 32  
299              0.001971          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
502  91505         B        12.54         16.32           0.1158   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
502            0.1085         0.1943                 0.06612     0.2577   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
502       1.095       0.009702         0.01567      0.02801   

     fractal_dimension_se  Unnamed: 32  
502               0.00248          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
56  857637         M        19.21         18.57           0.1053   

    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
56            0.1267         0.1917                 0.05961     0.7275   

    texture_se  smoothness_se  compactness_se  symmetry_se  \
56       1.193       0.006458         0.02306      0.01852   

    fractal_dimension_se  Unnamed: 32  
56              0.002608          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
320  894604         B        10.25         16.18           0.1061   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
320            0.1111         0.1743                 0.07279     0.3677   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
320       1.471        0.01049         0.04265      0.02719   

     fractal_dimension_se  Unnamed: 32  
320              0.007596          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
252  885429         M        19.73         19.82           0.1062   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
252            0.1849         0.1733                 0.06697     0.7661   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
252        0.78       0.008482         0.05057      0.01467   

     fractal_dimension_se  Unnamed: 32  
252              0.007259          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
202  878796         M        23.29         26.67           0.1141   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
202            0.2084           0.22                 0.06229     0.5539   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
202        1.56       0.009327         0.05121      0.02175   

     fractal_dimension_se  Unnamed: 32  
202              0.005195          NaN  ,            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
240  88350402         B        13.64          15.6          0.09423   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
240            0.0663         0.1717                  0.0566     0.3242   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
240      0.6612        0.00647         0.01248      0.01898   

     fractal_dimension_se  Unnamed: 32  
240              0.001794          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
261  888264         M        17.35         23.06          0.08662   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
261            0.0629         0.1564                 0.05307     0.4007   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
261       1.317       0.005726         0.01106      0.01411   

     fractal_dimension_se  Unnamed: 32  
261              0.001578          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
339  89812         M        23.51         24.27           0.1069   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
339            0.1283         0.1797                 0.05506      1.009   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
339      0.9245       0.006292         0.01971      0.01479   

     fractal_dimension_se  Unnamed: 32  
339              0.003118          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
276  8911230         B        11.33         14.16          0.09379   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
276           0.03872         0.1954                 0.05821     0.2375   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
276        1.28       0.008426        0.008998      0.02358   

     fractal_dimension_se  Unnamed: 32  
276              0.001627          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
505  915276         B        9.676         13.14           0.1255   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
505            0.2204         0.2057                 0.09575     0.2744   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
505        1.39        0.02177         0.04888      0.02632   

     fractal_dimension_se  Unnamed: 32  
505               0.01148          NaN  ,           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
154  8711002         B        13.15         15.34          0.09384   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
154           0.08498         0.1822                 0.06207      0.271   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
154      0.7927       0.008584         0.02017      0.02769   

     fractal_dimension_se  Unnamed: 32  
154              0.003479          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
262  888570         M        17.29         22.13          0.08999   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
262            0.1273         0.2108                 0.05464     0.8348   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
262       1.633       0.006717         0.05981      0.02747   

     fractal_dimension_se  Unnamed: 32  
262              0.005838          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
229  881861         M        12.83         22.33           0.1088   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
229            0.1799         0.2123                 0.07254     0.3061   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
229       1.069       0.006983         0.03858       0.0168   

     fractal_dimension_se  Unnamed: 32  
229              0.005617          NaN  ,         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
171  87163         M        13.43         19.63          0.09048   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
171           0.06288         0.1598                 0.05671     0.4697   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
171       1.147       0.006003         0.01063       0.0152   

     fractal_dimension_se  Unnamed: 32  
171              0.001868          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
454  911202         B        12.62         17.15          0.08583   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
454            0.0543         0.1799                 0.05826     0.1692   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
454      0.6674       0.003888        0.008539      0.01608   

     fractal_dimension_se  Unnamed: 32  
454              0.001638          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
158  871122         B        12.06         12.74          0.09311   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
158           0.05241          0.159                 0.05907     0.1822   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
158      0.7285       0.005528        0.009789      0.01465   

     fractal_dimension_se  Unnamed: 32  
158               0.00253          NaN  ,          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
415  905686         B        11.89         21.17          0.09773   

     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
415            0.0812         0.2019                  0.0629     0.2747   

     texture_se  smoothness_se  compactness_se  symmetry_se  \
415       1.203       0.009895         0.03053      0.02258   

     fractal_dimension_se  Unnamed: 32  
415              0.002272          NaN  ]
+++++++++++++++++++++++++++++++
+++++++++++++++++++++++++++++++

df_new

[         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 338  897880         B        10.05         17.53           0.1007   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 338           0.07326          0.189                 0.06331     0.2619   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 338       2.015       0.007803         0.01449        0.021   
 
      fractal_dimension_se  Unnamed: 32  
 338              0.002778          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 550  923748         B        10.86         21.48          0.07431   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 550           0.04227         0.1661                 0.05948     0.3163   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 550       1.304       0.009579         0.01104      0.03004   
 
      fractal_dimension_se  Unnamed: 32  
 550              0.002228          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 185  874158         B        10.08         15.11          0.09267   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 185           0.04695         0.1703                 0.06048     0.4245   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 185       1.268        0.01439           0.012      0.02538   
 
      fractal_dimension_se  Unnamed: 32  
 185               0.00347          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 306  89344         B         13.2         15.82          0.08511   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 306           0.05251         0.1632                 0.05894     0.1903   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 306      0.5735       0.003632        0.007861      0.01344   
 
      fractal_dimension_se  Unnamed: 32  
 306              0.002585          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 208  8810158         B        13.11         22.54           0.1002   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 208            0.1483          0.185                  0.0731     0.1931   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 208      0.9223       0.005251         0.03041      0.02514   
 
      fractal_dimension_se  Unnamed: 32  
 208              0.004198          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 242  883852         B         11.3         18.19          0.09592   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 242            0.1325         0.2054                 0.07669     0.2428   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 242       1.642       0.006663         0.05914      0.01995   
 
      fractal_dimension_se  Unnamed: 32  
 242              0.008675          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 313  893988         B        11.54         10.72          0.08597   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 313           0.05969         0.1833                   0.061     0.1312   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 313      0.3602       0.004124          0.0134      0.02032   
 
      fractal_dimension_se  Unnamed: 32  
 313              0.001952          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 236  88299702         M        23.21         26.97          0.09509   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 236            0.1682         0.1909                 0.06309      1.058   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 236      0.9635       0.006428         0.02863       0.0159   
 
      fractal_dimension_se  Unnamed: 32  
 236              0.003053          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 76  8610629         B        13.53         10.94           0.1291   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 76            0.1047         0.2403                 0.06641     0.4101   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 76       1.014         0.0134         0.02839      0.02572   
 
     fractal_dimension_se  Unnamed: 32  
 76              0.006164          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 293  891703         B        11.85         17.46          0.08372   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 293           0.05642         0.1875                 0.05715      0.207   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 293       1.238       0.007595           0.015      0.01792   
 
      fractal_dimension_se  Unnamed: 32  
 293              0.001784          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 565  926682         M        20.13         28.25           0.0978   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 565            0.1034         0.1752                 0.05533     0.7655   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 565       2.463       0.005769         0.02423      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 565              0.002498          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 489  913535         M        16.69          20.2          0.07497   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 489           0.07112         0.1846                 0.05325     0.2473   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 489      0.5679       0.002667         0.01446      0.01961   
 
      fractal_dimension_se  Unnamed: 32  
 489                0.0017          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 357  901028         B        13.87         16.21          0.08743   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 357           0.05492         0.1424                 0.05883     0.2543   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 357       1.363       0.005638        0.007939      0.01544   
 
      fractal_dimension_se  Unnamed: 32  
 357              0.002087          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 112  86409         B        14.26         19.65          0.07837   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 112            0.2233         0.1704                 0.07769     0.3628   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 112        1.49       0.005298         0.07446      0.02566   
 
      fractal_dimension_se  Unnamed: 32  
 112               0.01298          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 526  91813701         B        13.46         18.75           0.1075   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 526            0.1138         0.1723                 0.06317     0.1998   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 526      0.6068       0.004413         0.01443      0.01354   
 
      fractal_dimension_se  Unnamed: 32  
 526              0.001787          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 206  879804         B        9.876         17.27           0.1089   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 206           0.07232         0.1934                 0.06285     0.2137   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 206       1.342       0.009719         0.01249       0.0221   
 
      fractal_dimension_se  Unnamed: 32  
 206              0.002472          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 437  909220         B        14.04         15.98          0.08458   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 437           0.05895         0.1714                 0.05898     0.3892   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 437       1.046       0.007976         0.01295      0.02005   
 
      fractal_dimension_se  Unnamed: 32  
 437               0.00283          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 392  903507         M        15.49         19.97            0.116   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 392            0.1562         0.1929                 0.06744      0.647   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 392       1.331       0.007269         0.02928      0.01852   
 
      fractal_dimension_se  Unnamed: 32  
 392              0.004232          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 441  909445         M        17.27         25.42          0.08331   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 441            0.1109         0.1467                 0.05407       0.51   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 441       1.679       0.008109         0.04308      0.01594   
 
      fractal_dimension_se  Unnamed: 32  
 441              0.003739          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 137  868682         B        11.43         15.39          0.09639   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 137           0.06889         0.1734                 0.05865     0.1759   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 137      0.9938       0.005133         0.01521      0.01501   
 
      fractal_dimension_se  Unnamed: 32  
 137              0.001588          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 230  881972         M        17.05         19.08           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 230            0.1572         0.2131                 0.06325     0.2959   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 230       0.679       0.005532         0.02008      0.01177   
 
      fractal_dimension_se  Unnamed: 32  
 230              0.002336          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 7  84458202         M        13.71         20.83           0.1189   
 
    compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 7            0.1645         0.2196                 0.07451     0.5835   
 
    texture_se  smoothness_se  compactness_se  symmetry_se  \
 7       1.377       0.008805         0.03029      0.01486   
 
    fractal_dimension_se  Unnamed: 32  
 7              0.005412          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 155  8711003         B        12.25         17.94          0.08654   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 155           0.06679          0.197                 0.06228       0.22   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 155      0.9823       0.005518         0.01562      0.01799   
 
      fractal_dimension_se  Unnamed: 32  
 155              0.002484          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 186  874217         M        18.31         18.58          0.08588   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 186           0.08468         0.1621                 0.05425     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 186      0.4757       0.002866        0.009181      0.01069   
 
      fractal_dimension_se  Unnamed: 32  
 186              0.001087          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 101  862722         B        6.981         13.43            0.117   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 101           0.07568          0.193                 0.07818     0.2241   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 101       1.508        0.01019         0.01084      0.02659   
 
      fractal_dimension_se  Unnamed: 32  
 101                0.0041          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 153  87106         B        11.15         13.08          0.09754   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 153           0.05113          0.183                 0.06105     0.2251   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 153      0.7815       0.009019        0.008985      0.02388   
 
      fractal_dimension_se  Unnamed: 32  
 153              0.001619          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 30  853401         M        18.63         25.11           0.1064   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 30            0.1887         0.2183                 0.06197     0.8307   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 30       1.466       0.006248         0.03374      0.02007   
 
     fractal_dimension_se  Unnamed: 32  
 30               0.00456          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 531  91903901         B        11.67         20.02           0.1016   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 531           0.09453         0.1859                 0.06461     0.2067   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 531      0.8745       0.005251         0.01727      0.01449   
 
      fractal_dimension_se  Unnamed: 32  
 531              0.002671          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 49  857156         B        13.49          22.3          0.08752   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 49           0.07698         0.1809                 0.05718     0.2338   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 49       1.353       0.004455         0.01382      0.01641   
 
     fractal_dimension_se  Unnamed: 32  
 49              0.001956          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 299  892399         B        10.51         23.09           0.1015   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 299           0.06797         0.1695                 0.06556     0.2868   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 299       1.143        0.01017         0.01443      0.03464   
 
      fractal_dimension_se  Unnamed: 32  
 299              0.001971          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 502  91505         B        12.54         16.32           0.1158   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 502            0.1085         0.1943                 0.06612     0.2577   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 502       1.095       0.009702         0.01567      0.02801   
 
      fractal_dimension_se  Unnamed: 32  
 502               0.00248          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 56  857637         M        19.21         18.57           0.1053   
 
     compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 56            0.1267         0.1917                 0.05961     0.7275   
 
     texture_se  smoothness_se  compactness_se  symmetry_se  \
 56       1.193       0.006458         0.02306      0.01852   
 
     fractal_dimension_se  Unnamed: 32  
 56              0.002608          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 320  894604         B        10.25         16.18           0.1061   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 320            0.1111         0.1743                 0.07279     0.3677   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 320       1.471        0.01049         0.04265      0.02719   
 
      fractal_dimension_se  Unnamed: 32  
 320              0.007596          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 252  885429         M        19.73         19.82           0.1062   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 252            0.1849         0.1733                 0.06697     0.7661   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 252        0.78       0.008482         0.05057      0.01467   
 
      fractal_dimension_se  Unnamed: 32  
 252              0.007259          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 202  878796         M        23.29         26.67           0.1141   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 202            0.2084           0.22                 0.06229     0.5539   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 202        1.56       0.009327         0.05121      0.02175   
 
      fractal_dimension_se  Unnamed: 32  
 202              0.005195          NaN  ,
            id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 240  88350402         B        13.64          15.6          0.09423   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 240            0.0663         0.1717                  0.0566     0.3242   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 240      0.6612        0.00647         0.01248      0.01898   
 
      fractal_dimension_se  Unnamed: 32  
 240              0.001794          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 261  888264         M        17.35         23.06          0.08662   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 261            0.0629         0.1564                 0.05307     0.4007   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 261       1.317       0.005726         0.01106      0.01411   
 
      fractal_dimension_se  Unnamed: 32  
 261              0.001578          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 339  89812         M        23.51         24.27           0.1069   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 339            0.1283         0.1797                 0.05506      1.009   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 339      0.9245       0.006292         0.01971      0.01479   
 
      fractal_dimension_se  Unnamed: 32  
 339              0.003118          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 276  8911230         B        11.33         14.16          0.09379   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 276           0.03872         0.1954                 0.05821     0.2375   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 276        1.28       0.008426        0.008998      0.02358   
 
      fractal_dimension_se  Unnamed: 32  
 276              0.001627          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 505  915276         B        9.676         13.14           0.1255   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 505            0.2204         0.2057                 0.09575     0.2744   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 505        1.39        0.02177         0.04888      0.02632   
 
      fractal_dimension_se  Unnamed: 32  
 505               0.01148          NaN  ,
           id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 154  8711002         B        13.15         15.34          0.09384   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 154           0.08498         0.1822                 0.06207      0.271   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 154      0.7927       0.008584         0.02017      0.02769   
 
      fractal_dimension_se  Unnamed: 32  
 154              0.003479          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 262  888570         M        17.29         22.13          0.08999   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 262            0.1273         0.2108                 0.05464     0.8348   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 262       1.633       0.006717         0.05981      0.02747   
 
      fractal_dimension_se  Unnamed: 32  
 262              0.005838          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 229  881861         M        12.83         22.33           0.1088   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 229            0.1799         0.2123                 0.07254     0.3061   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 229       1.069       0.006983         0.03858       0.0168   
 
      fractal_dimension_se  Unnamed: 32  
 229              0.005617          NaN  ,
         id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 171  87163         M        13.43         19.63          0.09048   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 171           0.06288         0.1598                 0.05671     0.4697   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 171       1.147       0.006003         0.01063       0.0152   
 
      fractal_dimension_se  Unnamed: 32  
 171              0.001868          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 454  911202         B        12.62         17.15          0.08583   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 454            0.0543         0.1799                 0.05826     0.1692   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 454      0.6674       0.003888        0.008539      0.01608   
 
      fractal_dimension_se  Unnamed: 32  
 454              0.001638          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 158  871122         B        12.06         12.74          0.09311   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 158           0.05241          0.159                 0.05907     0.1822   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 158      0.7285       0.005528        0.009789      0.01465   
 
      fractal_dimension_se  Unnamed: 32  
 158               0.00253          NaN  ,
          id diagnosis  radius_mean  texture_mean  smoothness_mean  \
 415  905686         B        11.89         21.17          0.09773   
 
      compactness_mean  symmetry_mean  fractal_dimension_mean  radius_se  \
 415            0.0812         0.2019                  0.0629     0.2747   
 
      texture_se  smoothness_se  compactness_se  symmetry_se  \
 415       1.203       0.009895         0.03053      0.02258   
 
      fractal_dimension_se  Unnamed: 32  
 415              0.002272          NaN  ]

df1 = pd.DataFrame(np.reshape(df_new, (47,15)), columns=df.columns)
df1

	id	diagnosis	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	897880	B	10.05	17.53	0.1007	0.07326	0.189	0.06331	0.2619	2.015	0.007803	0.01449	0.021	0.002778	NaN
1	923748	B	10.86	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.304	0.009579	0.01104	0.03004	0.002228	NaN
2	874158	B	10.08	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.268	0.01439	0.012	0.02538	0.00347	NaN
3	89344	B	13.2	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	8810158	B	13.11	22.54	0.1002	0.1483	0.185	0.0731	0.1931	0.9223	0.005251	0.03041	0.02514	0.004198	NaN
5	883852	B	11.3	18.19	0.09592	0.1325	0.2054	0.07669	0.2428	1.642	0.006663	0.05914	0.01995	0.008675	NaN
6	893988	B	11.54	10.72	0.08597	0.05969	0.1833	0.061	0.1312	0.3602	0.004124	0.0134	0.02032	0.001952	NaN
7	88299702	M	23.21	26.97	0.09509	0.1682	0.1909	0.06309	1.058	0.9635	0.006428	0.02863	0.0159	0.003053	NaN
8	8610629	B	13.53	10.94	0.1291	0.1047	0.2403	0.06641	0.4101	1.014	0.0134	0.02839	0.02572	0.006164	NaN
9	891703	B	11.85	17.46	0.08372	0.05642	0.1875	0.05715	0.207	1.238	0.007595	0.015	0.01792	0.001784	NaN
10	926682	M	20.13	28.25	0.0978	0.1034	0.1752	0.05533	0.7655	2.463	0.005769	0.02423	0.01898	0.002498	NaN
11	913535	M	16.69	20.2	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.01446	0.01961	0.0017	NaN
12	901028	B	13.87	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.363	0.005638	0.007939	0.01544	0.002087	NaN
13	86409	B	14.26	19.65	0.07837	0.2233	0.1704	0.07769	0.3628	1.49	0.005298	0.07446	0.02566	0.01298	NaN
14	91813701	B	13.46	18.75	0.1075	0.1138	0.1723	0.06317	0.1998	0.6068	0.004413	0.01443	0.01354	0.001787	NaN
15	879804	B	9.876	17.27	0.1089	0.07232	0.1934	0.06285	0.2137	1.342	0.009719	0.01249	0.0221	0.002472	NaN
16	909220	B	14.04	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.046	0.007976	0.01295	0.02005	0.00283	NaN
17	903507	M	15.49	19.97	0.116	0.1562	0.1929	0.06744	0.647	1.331	0.007269	0.02928	0.01852	0.004232	NaN
18	909445	M	17.27	25.42	0.08331	0.1109	0.1467	0.05407	0.51	1.679	0.008109	0.04308	0.01594	0.003739	NaN
19	868682	B	11.43	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.01521	0.01501	0.001588	NaN
20	881972	M	17.05	19.08	0.1141	0.1572	0.2131	0.06325	0.2959	0.679	0.005532	0.02008	0.01177	0.002336	NaN
21	84458202	M	13.71	20.83	0.1189	0.1645	0.2196	0.07451	0.5835	1.377	0.008805	0.03029	0.01486	0.005412	NaN
22	8711003	B	12.25	17.94	0.08654	0.06679	0.197	0.06228	0.22	0.9823	0.005518	0.01562	0.01799	0.002484	NaN
23	874217	M	18.31	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	862722	B	6.981	13.43	0.117	0.07568	0.193	0.07818	0.2241	1.508	0.01019	0.01084	0.02659	0.0041	NaN
25	87106	B	11.15	13.08	0.09754	0.05113	0.183	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	853401	M	18.63	25.11	0.1064	0.1887	0.2183	0.06197	0.8307	1.466	0.006248	0.03374	0.02007	0.00456	NaN
27	91903901	B	11.67	20.02	0.1016	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.01727	0.01449	0.002671	NaN
28	857156	B	13.49	22.3	0.08752	0.07698	0.1809	0.05718	0.2338	1.353	0.004455	0.01382	0.01641	0.001956	NaN
29	892399	B	10.51	23.09	0.1015	0.06797	0.1695	0.06556	0.2868	1.143	0.01017	0.01443	0.03464	0.001971	NaN
30	91505	B	12.54	16.32	0.1158	0.1085	0.1943	0.06612	0.2577	1.095	0.009702	0.01567	0.02801	0.00248	NaN
31	857637	M	19.21	18.57	0.1053	0.1267	0.1917	0.05961	0.7275	1.193	0.006458	0.02306	0.01852	0.002608	NaN
32	894604	B	10.25	16.18	0.1061	0.1111	0.1743	0.07279	0.3677	1.471	0.01049	0.04265	0.02719	0.007596	NaN
33	885429	M	19.73	19.82	0.1062	0.1849	0.1733	0.06697	0.7661	0.78	0.008482	0.05057	0.01467	0.007259	NaN
34	878796	M	23.29	26.67	0.1141	0.2084	0.22	0.06229	0.5539	1.56	0.009327	0.05121	0.02175	0.005195	NaN
35	88350402	B	13.64	15.6	0.09423	0.0663	0.1717	0.0566	0.3242	0.6612	0.00647	0.01248	0.01898	0.001794	NaN
36	888264	M	17.35	23.06	0.08662	0.0629	0.1564	0.05307	0.4007	1.317	0.005726	0.01106	0.01411	0.001578	NaN
37	89812	M	23.51	24.27	0.1069	0.1283	0.1797	0.05506	1.009	0.9245	0.006292	0.01971	0.01479	0.003118	NaN
38	8911230	B	11.33	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.28	0.008426	0.008998	0.02358	0.001627	NaN
39	915276	B	9.676	13.14	0.1255	0.2204	0.2057	0.09575	0.2744	1.39	0.02177	0.04888	0.02632	0.01148	NaN
40	8711002	B	13.15	15.34	0.09384	0.08498	0.1822	0.06207	0.271	0.7927	0.008584	0.02017	0.02769	0.003479	NaN
41	888570	M	17.29	22.13	0.08999	0.1273	0.2108	0.05464	0.8348	1.633	0.006717	0.05981	0.02747	0.005838	NaN
42	881861	M	12.83	22.33	0.1088	0.1799	0.2123	0.07254	0.3061	1.069	0.006983	0.03858	0.0168	0.005617	NaN
43	87163	M	13.43	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.147	0.006003	0.01063	0.0152	0.001868	NaN
44	911202	B	12.62	17.15	0.08583	0.0543	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	871122	B	12.06	12.74	0.09311	0.05241	0.159	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.00253	NaN
46	905686	B	11.89	21.17	0.09773	0.0812	0.2019	0.0629	0.2747	1.203	0.009895	0.03053	0.02258	0.002272	NaN

# saving the dataframe
df1.to_csv('Misclassified_Results_of_DT_Model.csv')

np.reshape(df_new,[47,1,15])

array([[[897880, 'B', 10.05, 17.53, 0.1007, 0.07326, 0.189, 0.06331,
         0.2619, 2.015, 0.007803, 0.01449, 0.021, 0.002778, nan]],

       [[923748, 'B', 10.86, 21.48, 0.07431, 0.04227, 0.1661, 0.05948,
         0.3163, 1.304, 0.009579, 0.01104, 0.03004, 0.002228, nan]],

       [[874158, 'B', 10.08, 15.11, 0.09267, 0.04695, 0.1703, 0.06048,
         0.4245, 1.268, 0.01439, 0.012, 0.02538, 0.00347, nan]],

       [[89344, 'B', 13.2, 15.82, 0.08511, 0.05251, 0.1632, 0.05894,
         0.1903, 0.5735, 0.003632, 0.007861, 0.01344, 0.002585, nan]],

       [[8810158, 'B', 13.11, 22.54, 0.1002, 0.1483, 0.185, 0.0731,
         0.1931, 0.9223, 0.005251, 0.03041, 0.02514, 0.004198, nan]],

       [[883852, 'B', 11.3, 18.19, 0.09592, 0.1325, 0.2054, 0.07669,
         0.2428, 1.642, 0.006663, 0.05914, 0.01995, 0.008675, nan]],

       [[893988, 'B', 11.54, 10.72, 0.08597, 0.05969, 0.1833, 0.061,
         0.1312, 0.3602, 0.004124, 0.0134, 0.02032, 0.001952, nan]],

       [[88299702, 'M', 23.21, 26.97, 0.09509, 0.1682, 0.1909, 0.06309,
         1.058, 0.9635, 0.006428, 0.02863, 0.0159, 0.003053, nan]],

       [[8610629, 'B', 13.53, 10.94, 0.1291, 0.1047, 0.2403, 0.06641,
         0.4101, 1.014, 0.0134, 0.02839, 0.02572, 0.006164, nan]],

       [[891703, 'B', 11.85, 17.46, 0.08372, 0.05642, 0.1875, 0.05715,
         0.207, 1.238, 0.007595, 0.015, 0.01792, 0.001784, nan]],

       [[926682, 'M', 20.13, 28.25, 0.0978, 0.1034, 0.1752, 0.05533,
         0.7655, 2.463, 0.005769, 0.02423, 0.01898, 0.002498, nan]],

       [[913535, 'M', 16.69, 20.2, 0.07497, 0.07112, 0.1846, 0.05325,
         0.2473, 0.5679, 0.002667, 0.01446, 0.01961, 0.0017, nan]],

       [[901028, 'B', 13.87, 16.21, 0.08743, 0.05492, 0.1424, 0.05883,
         0.2543, 1.363, 0.005638, 0.007939, 0.01544, 0.002087, nan]],

       [[86409, 'B', 14.26, 19.65, 0.07837, 0.2233, 0.1704, 0.07769,
         0.3628, 1.49, 0.005298, 0.07446, 0.02566, 0.01298, nan]],

       [[91813701, 'B', 13.46, 18.75, 0.1075, 0.1138, 0.1723, 0.06317,
         0.1998, 0.6068, 0.004413, 0.01443, 0.01354, 0.001787, nan]],

       [[879804, 'B', 9.876, 17.27, 0.1089, 0.07232, 0.1934, 0.06285,
         0.2137, 1.342, 0.009719, 0.01249, 0.0221, 0.002472, nan]],

       [[909220, 'B', 14.04, 15.98, 0.08458, 0.05895, 0.1714, 0.05898,
         0.3892, 1.046, 0.007976, 0.01295, 0.02005, 0.00283, nan]],

       [[903507, 'M', 15.49, 19.97, 0.116, 0.1562, 0.1929, 0.06744,
         0.647, 1.331, 0.007269, 0.02928, 0.01852, 0.004232, nan]],

       [[909445, 'M', 17.27, 25.42, 0.08331, 0.1109, 0.1467, 0.05407,
         0.51, 1.679, 0.008109, 0.04308, 0.01594, 0.003739, nan]],

       [[868682, 'B', 11.43, 15.39, 0.09639, 0.06889, 0.1734, 0.05865,
         0.1759, 0.9938, 0.005133, 0.01521, 0.01501, 0.001588, nan]],

       [[881972, 'M', 17.05, 19.08, 0.1141, 0.1572, 0.2131, 0.06325,
         0.2959, 0.679, 0.005532, 0.02008, 0.01177, 0.002336, nan]],

       [[84458202, 'M', 13.71, 20.83, 0.1189, 0.1645, 0.2196, 0.07451,
         0.5835, 1.377, 0.008805, 0.03029, 0.01486, 0.005412, nan]],

       [[8711003, 'B', 12.25, 17.94, 0.08654, 0.06679, 0.197, 0.06228,
         0.22, 0.9823, 0.005518, 0.01562, 0.01799, 0.002484, nan]],

       [[874217, 'M', 18.31, 18.58, 0.08588, 0.08468, 0.1621, 0.05425,
         0.2577, 0.4757, 0.002866, 0.009181, 0.01069, 0.001087, nan]],

       [[862722, 'B', 6.981, 13.43, 0.117, 0.07568, 0.193, 0.07818,
         0.2241, 1.508, 0.01019, 0.01084, 0.02659, 0.0041, nan]],

       [[87106, 'B', 11.15, 13.08, 0.09754, 0.05113, 0.183, 0.06105,
         0.2251, 0.7815, 0.009019, 0.008985, 0.02388, 0.001619, nan]],

       [[853401, 'M', 18.63, 25.11, 0.1064, 0.1887, 0.2183, 0.06197,
         0.8307, 1.466, 0.006248, 0.03374, 0.02007, 0.00456, nan]],

       [[91903901, 'B', 11.67, 20.02, 0.1016, 0.09453, 0.1859, 0.06461,
         0.2067, 0.8745, 0.005251, 0.01727, 0.01449, 0.002671, nan]],

       [[857156, 'B', 13.49, 22.3, 0.08752, 0.07698, 0.1809, 0.05718,
         0.2338, 1.353, 0.004455, 0.01382, 0.01641, 0.001956, nan]],

       [[892399, 'B', 10.51, 23.09, 0.1015, 0.06797, 0.1695, 0.06556,
         0.2868, 1.143, 0.01017, 0.01443, 0.03464, 0.001971, nan]],

       [[91505, 'B', 12.54, 16.32, 0.1158, 0.1085, 0.1943, 0.06612,
         0.2577, 1.095, 0.009702, 0.01567, 0.02801, 0.00248, nan]],

       [[857637, 'M', 19.21, 18.57, 0.1053, 0.1267, 0.1917, 0.05961,
         0.7275, 1.193, 0.006458, 0.02306, 0.01852, 0.002608, nan]],

       [[894604, 'B', 10.25, 16.18, 0.1061, 0.1111, 0.1743, 0.07279,
         0.3677, 1.471, 0.01049, 0.04265, 0.02719, 0.007596, nan]],

       [[885429, 'M', 19.73, 19.82, 0.1062, 0.1849, 0.1733, 0.06697,
         0.7661, 0.78, 0.008482, 0.05057, 0.01467, 0.007259, nan]],

       [[878796, 'M', 23.29, 26.67, 0.1141, 0.2084, 0.22, 0.06229,
         0.5539, 1.56, 0.009327, 0.05121, 0.02175, 0.005195, nan]],

       [[88350402, 'B', 13.64, 15.6, 0.09423, 0.0663, 0.1717, 0.0566,
         0.3242, 0.6612, 0.00647, 0.01248, 0.01898, 0.001794, nan]],

       [[888264, 'M', 17.35, 23.06, 0.08662, 0.0629, 0.1564, 0.05307,
         0.4007, 1.317, 0.005726, 0.01106, 0.01411, 0.001578, nan]],

       [[89812, 'M', 23.51, 24.27, 0.1069, 0.1283, 0.1797, 0.05506,
         1.009, 0.9245, 0.006292, 0.01971, 0.01479, 0.003118, nan]],

       [[8911230, 'B', 11.33, 14.16, 0.09379, 0.03872, 0.1954, 0.05821,
         0.2375, 1.28, 0.008426, 0.008998, 0.02358, 0.001627, nan]],

       [[915276, 'B', 9.676, 13.14, 0.1255, 0.2204, 0.2057, 0.09575,
         0.2744, 1.39, 0.02177, 0.04888, 0.02632, 0.01148, nan]],

       [[8711002, 'B', 13.15, 15.34, 0.09384, 0.08498, 0.1822, 0.06207,
         0.271, 0.7927, 0.008584, 0.02017, 0.02769, 0.003479, nan]],

       [[888570, 'M', 17.29, 22.13, 0.08999, 0.1273, 0.2108, 0.05464,
         0.8348, 1.633, 0.006717, 0.05981, 0.02747, 0.005838, nan]],

       [[881861, 'M', 12.83, 22.33, 0.1088, 0.1799, 0.2123, 0.07254,
         0.3061, 1.069, 0.006983, 0.03858, 0.0168, 0.005617, nan]],

       [[87163, 'M', 13.43, 19.63, 0.09048, 0.06288, 0.1598, 0.05671,
         0.4697, 1.147, 0.006003, 0.01063, 0.0152, 0.001868, nan]],

       [[911202, 'B', 12.62, 17.15, 0.08583, 0.0543, 0.1799, 0.05826,
         0.1692, 0.6674, 0.003888, 0.008539, 0.01608, 0.001638, nan]],

       [[871122, 'B', 12.06, 12.74, 0.09311, 0.05241, 0.159, 0.05907,
         0.1822, 0.7285, 0.005528, 0.009789, 0.01465, 0.00253, nan]],

       [[905686, 'B', 11.89, 21.17, 0.09773, 0.0812, 0.2019, 0.0629,
         0.2747, 1.203, 0.009895, 0.03053, 0.02258, 0.002272, nan]]],
      dtype=object)

5. Random Forest Classifier

from sklearn.ensemble import RandomForestClassifier
rfc=RandomForestClassifier()
rfc.fit(x_train,y_train)

RandomForestClassifier()

y_pred=rfc.predict(x_test)
from sklearn.metrics import classification_report,confusion_matrix,accuracy_score,mean_squared_error
print(classification_report(y_test,y_pred))
print(confusion_matrix(y_test,y_pred))
print("Training Score: ",rfc.score(x_train,y_train)*100)

              precision    recall  f1-score   support

           B       0.96      0.99      0.97        67
           M       0.98      0.94      0.96        47

    accuracy                           0.96       114
   macro avg       0.97      0.96      0.96       114
weighted avg       0.97      0.96      0.96       114

[[66  1]
 [ 3 44]]
Training Score:  100.0

print(accuracy_score(y_test,y_pred)*100)

96.49122807017544

Random Forest Classifier got the highest accuracy

Feeding Misclassified Results of Logistic Regression Model to Random Forest Model

Reading the Misclassified Results of Logistic Regression Model

Misclassified_Results_of_LR_Model = pd.read_csv('Misclassified_Results_of_LR_Model.csv')
Misclassified_Results_of_LR_Model

	Unnamed: 0	id	diagnosis	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	0	897880	B	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778	NaN
1	1	923748	B	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228	NaN
2	2	874158	B	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470	NaN
3	3	89344	B	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	4	8810158	B	13.110	22.54	0.10020	0.14830	0.1850	0.07310	0.1931	0.9223	0.005251	0.030410	0.02514	0.004198	NaN
5	5	883852	B	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675	NaN
6	6	893988	B	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952	NaN
7	7	88299702	M	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053	NaN
8	8	8610629	B	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164	NaN
9	9	891703	B	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784	NaN
10	10	926682	M	20.130	28.25	0.09780	0.10340	0.1752	0.05533	0.7655	2.4630	0.005769	0.024230	0.01898	0.002498	NaN
11	11	913535	M	16.690	20.20	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.014460	0.01961	0.001700	NaN
12	12	901028	B	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087	NaN
13	13	86409	B	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980	NaN
14	14	91813701	B	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787	NaN
15	15	879804	B	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472	NaN
16	16	909220	B	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830	NaN
17	17	903507	M	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232	NaN
18	18	909445	M	17.270	25.42	0.08331	0.11090	0.1467	0.05407	0.5100	1.6790	0.008109	0.043080	0.01594	0.003739	NaN
19	19	868682	B	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588	NaN
20	20	881972	M	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336	NaN
21	21	84458202	M	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412	NaN
22	22	8711003	B	12.250	17.94	0.08654	0.06679	0.1970	0.06228	0.2200	0.9823	0.005518	0.015620	0.01799	0.002484	NaN
23	23	874217	M	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	24	862722	B	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100	NaN
25	25	87106	B	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	26	853401	M	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560	NaN
27	27	91903901	B	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671	NaN
28	28	857156	B	13.490	22.30	0.08752	0.07698	0.1809	0.05718	0.2338	1.3530	0.004455	0.013820	0.01641	0.001956	NaN
29	29	892399	B	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971	NaN
30	30	91505	B	12.540	16.32	0.11580	0.10850	0.1943	0.06612	0.2577	1.0950	0.009702	0.015670	0.02801	0.002480	NaN
31	31	857637	M	19.210	18.57	0.10530	0.12670	0.1917	0.05961	0.7275	1.1930	0.006458	0.023060	0.01852	0.002608	NaN
32	32	894604	B	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596	NaN
33	33	885429	M	19.730	19.82	0.10620	0.18490	0.1733	0.06697	0.7661	0.7800	0.008482	0.050570	0.01467	0.007259	NaN
34	34	878796	M	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195	NaN
35	35	88350402	B	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794	NaN
36	36	888264	M	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578	NaN
37	37	89812	M	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118	NaN
38	38	8911230	B	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627	NaN
39	39	915276	B	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480	NaN
40	40	8711002	B	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479	NaN
41	41	888570	M	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838	NaN
42	42	881861	M	12.830	22.33	0.10880	0.17990	0.2123	0.07254	0.3061	1.0690	0.006983	0.038580	0.01680	0.005617	NaN
43	43	87163	M	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868	NaN
44	44	911202	B	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	45	871122	B	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530	NaN
46	46	905686	B	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272	NaN

Label Encoding the Diagnosis Column

Misclassified_Results_of_LR_Model_y = Misclassified_Results_of_LR_Model['diagnosis']

Misclassified_Results_of_LR_Model_x = Misclassified_Results_of_LR_Model.drop(['diagnosis'], axis = 1)

Misclassified_Results_of_LR_Model_x

	Unnamed: 0	id	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	0	897880	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778	NaN
1	1	923748	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228	NaN
2	2	874158	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470	NaN
3	3	89344	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	4	8810158	13.110	22.54	0.10020	0.14830	0.1850	0.07310	0.1931	0.9223	0.005251	0.030410	0.02514	0.004198	NaN
5	5	883852	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675	NaN
6	6	893988	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952	NaN
7	7	88299702	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053	NaN
8	8	8610629	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164	NaN
9	9	891703	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784	NaN
10	10	926682	20.130	28.25	0.09780	0.10340	0.1752	0.05533	0.7655	2.4630	0.005769	0.024230	0.01898	0.002498	NaN
11	11	913535	16.690	20.20	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.014460	0.01961	0.001700	NaN
12	12	901028	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087	NaN
13	13	86409	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980	NaN
14	14	91813701	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787	NaN
15	15	879804	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472	NaN
16	16	909220	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830	NaN
17	17	903507	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232	NaN
18	18	909445	17.270	25.42	0.08331	0.11090	0.1467	0.05407	0.5100	1.6790	0.008109	0.043080	0.01594	0.003739	NaN
19	19	868682	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588	NaN
20	20	881972	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336	NaN
21	21	84458202	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412	NaN
22	22	8711003	12.250	17.94	0.08654	0.06679	0.1970	0.06228	0.2200	0.9823	0.005518	0.015620	0.01799	0.002484	NaN
23	23	874217	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	24	862722	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100	NaN
25	25	87106	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	26	853401	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560	NaN
27	27	91903901	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671	NaN
28	28	857156	13.490	22.30	0.08752	0.07698	0.1809	0.05718	0.2338	1.3530	0.004455	0.013820	0.01641	0.001956	NaN
29	29	892399	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971	NaN
30	30	91505	12.540	16.32	0.11580	0.10850	0.1943	0.06612	0.2577	1.0950	0.009702	0.015670	0.02801	0.002480	NaN
31	31	857637	19.210	18.57	0.10530	0.12670	0.1917	0.05961	0.7275	1.1930	0.006458	0.023060	0.01852	0.002608	NaN
32	32	894604	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596	NaN
33	33	885429	19.730	19.82	0.10620	0.18490	0.1733	0.06697	0.7661	0.7800	0.008482	0.050570	0.01467	0.007259	NaN
34	34	878796	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195	NaN
35	35	88350402	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794	NaN
36	36	888264	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578	NaN
37	37	89812	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118	NaN
38	38	8911230	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627	NaN
39	39	915276	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480	NaN
40	40	8711002	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479	NaN
41	41	888570	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838	NaN
42	42	881861	12.830	22.33	0.10880	0.17990	0.2123	0.07254	0.3061	1.0690	0.006983	0.038580	0.01680	0.005617	NaN
43	43	87163	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868	NaN
44	44	911202	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	45	871122	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530	NaN
46	46	905686	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272	NaN

Dropping Columns

Misclassified_Results_of_LR_Model_x = Misclassified_Results_of_LR_Model_x.drop(['Unnamed: 32','id'], axis = 1)

# Misclassified_Results_of_LR_Model_x = Misclassified_Results_of_LR_Model_x.fillna(Misclassified_Results_of_LR_Model_x.mean())

#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split 
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_LR_Model_x,Misclassified_Results_of_LR_Model_y,test_size=0.2,random_state=0)

x_train_miss

	Unnamed: 0	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se
27	27	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671
32	32	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596
29	29	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971
43	43	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868
2	2	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470
45	45	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530
26	26	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560
15	15	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472
25	25	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619
16	16	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830
40	40	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479
20	20	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336
41	41	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838
8	8	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164
13	13	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980
5	5	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675
17	17	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232
34	34	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195
14	14	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787
37	37	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118
7	7	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053
38	38	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627
1	1	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228
12	12	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087
35	35	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794
24	24	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100
6	6	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952
23	23	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087
36	36	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578
21	21	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412
19	19	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588
9	9	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784
39	39	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480
46	46	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272
3	3	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585
0	0	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778
44	44	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638

from sklearn.ensemble import RandomForestClassifier
rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)

RandomForestClassifier()

y_pred_Misclassified_Results_of_LR_Model = rfc.predict(x_test_miss)

print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_LR_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_LR_Model))

              precision    recall  f1-score   support

           B       0.67      1.00      0.80         4
           M       1.00      0.67      0.80         6

    accuracy                           0.80        10
   macro avg       0.83      0.83      0.80        10
weighted avg       0.87      0.80      0.80        10

[[4 0]
 [2 4]]

Feeding Misclassified Results of Decision Tree to Random Forest Model

Reading the Misclassified Results of Decision Tree Model

Misclassified_Results_of_DT_Model = pd.read_csv('Misclassified_Results_of_DT_Model.csv')
Misclassified_Results_of_DT_Model

	Unnamed: 0	id	diagnosis	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	0	897880	B	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778	NaN
1	1	923748	B	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228	NaN
2	2	874158	B	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470	NaN
3	3	89344	B	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	4	8810158	B	13.110	22.54	0.10020	0.14830	0.1850	0.07310	0.1931	0.9223	0.005251	0.030410	0.02514	0.004198	NaN
5	5	883852	B	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675	NaN
6	6	893988	B	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952	NaN
7	7	88299702	M	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053	NaN
8	8	8610629	B	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164	NaN
9	9	891703	B	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784	NaN
10	10	926682	M	20.130	28.25	0.09780	0.10340	0.1752	0.05533	0.7655	2.4630	0.005769	0.024230	0.01898	0.002498	NaN
11	11	913535	M	16.690	20.20	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.014460	0.01961	0.001700	NaN
12	12	901028	B	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087	NaN
13	13	86409	B	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980	NaN
14	14	91813701	B	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787	NaN
15	15	879804	B	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472	NaN
16	16	909220	B	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830	NaN
17	17	903507	M	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232	NaN
18	18	909445	M	17.270	25.42	0.08331	0.11090	0.1467	0.05407	0.5100	1.6790	0.008109	0.043080	0.01594	0.003739	NaN
19	19	868682	B	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588	NaN
20	20	881972	M	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336	NaN
21	21	84458202	M	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412	NaN
22	22	8711003	B	12.250	17.94	0.08654	0.06679	0.1970	0.06228	0.2200	0.9823	0.005518	0.015620	0.01799	0.002484	NaN
23	23	874217	M	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	24	862722	B	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100	NaN
25	25	87106	B	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	26	853401	M	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560	NaN
27	27	91903901	B	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671	NaN
28	28	857156	B	13.490	22.30	0.08752	0.07698	0.1809	0.05718	0.2338	1.3530	0.004455	0.013820	0.01641	0.001956	NaN
29	29	892399	B	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971	NaN
30	30	91505	B	12.540	16.32	0.11580	0.10850	0.1943	0.06612	0.2577	1.0950	0.009702	0.015670	0.02801	0.002480	NaN
31	31	857637	M	19.210	18.57	0.10530	0.12670	0.1917	0.05961	0.7275	1.1930	0.006458	0.023060	0.01852	0.002608	NaN
32	32	894604	B	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596	NaN
33	33	885429	M	19.730	19.82	0.10620	0.18490	0.1733	0.06697	0.7661	0.7800	0.008482	0.050570	0.01467	0.007259	NaN
34	34	878796	M	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195	NaN
35	35	88350402	B	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794	NaN
36	36	888264	M	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578	NaN
37	37	89812	M	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118	NaN
38	38	8911230	B	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627	NaN
39	39	915276	B	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480	NaN
40	40	8711002	B	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479	NaN
41	41	888570	M	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838	NaN
42	42	881861	M	12.830	22.33	0.10880	0.17990	0.2123	0.07254	0.3061	1.0690	0.006983	0.038580	0.01680	0.005617	NaN
43	43	87163	M	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868	NaN
44	44	911202	B	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	45	871122	B	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530	NaN
46	46	905686	B	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272	NaN

Label Encoding the Diagnosis Column

Misclassified_Results_of_DT_Model_y = Misclassified_Results_of_DT_Model['diagnosis']

Misclassified_Results_of_DT_Model_x = Misclassified_Results_of_DT_Model.drop(['diagnosis'], axis = 1)

Misclassified_Results_of_DT_Model_x

	Unnamed: 0	id	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	0	897880	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778	NaN
1	1	923748	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228	NaN
2	2	874158	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470	NaN
3	3	89344	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	4	8810158	13.110	22.54	0.10020	0.14830	0.1850	0.07310	0.1931	0.9223	0.005251	0.030410	0.02514	0.004198	NaN
5	5	883852	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675	NaN
6	6	893988	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952	NaN
7	7	88299702	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053	NaN
8	8	8610629	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164	NaN
9	9	891703	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784	NaN
10	10	926682	20.130	28.25	0.09780	0.10340	0.1752	0.05533	0.7655	2.4630	0.005769	0.024230	0.01898	0.002498	NaN
11	11	913535	16.690	20.20	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.014460	0.01961	0.001700	NaN
12	12	901028	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087	NaN
13	13	86409	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980	NaN
14	14	91813701	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787	NaN
15	15	879804	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472	NaN
16	16	909220	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830	NaN
17	17	903507	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232	NaN
18	18	909445	17.270	25.42	0.08331	0.11090	0.1467	0.05407	0.5100	1.6790	0.008109	0.043080	0.01594	0.003739	NaN
19	19	868682	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588	NaN
20	20	881972	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336	NaN
21	21	84458202	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412	NaN
22	22	8711003	12.250	17.94	0.08654	0.06679	0.1970	0.06228	0.2200	0.9823	0.005518	0.015620	0.01799	0.002484	NaN
23	23	874217	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	24	862722	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100	NaN
25	25	87106	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	26	853401	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560	NaN
27	27	91903901	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671	NaN
28	28	857156	13.490	22.30	0.08752	0.07698	0.1809	0.05718	0.2338	1.3530	0.004455	0.013820	0.01641	0.001956	NaN
29	29	892399	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971	NaN
30	30	91505	12.540	16.32	0.11580	0.10850	0.1943	0.06612	0.2577	1.0950	0.009702	0.015670	0.02801	0.002480	NaN
31	31	857637	19.210	18.57	0.10530	0.12670	0.1917	0.05961	0.7275	1.1930	0.006458	0.023060	0.01852	0.002608	NaN
32	32	894604	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596	NaN
33	33	885429	19.730	19.82	0.10620	0.18490	0.1733	0.06697	0.7661	0.7800	0.008482	0.050570	0.01467	0.007259	NaN
34	34	878796	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195	NaN
35	35	88350402	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794	NaN
36	36	888264	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578	NaN
37	37	89812	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118	NaN
38	38	8911230	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627	NaN
39	39	915276	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480	NaN
40	40	8711002	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479	NaN
41	41	888570	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838	NaN
42	42	881861	12.830	22.33	0.10880	0.17990	0.2123	0.07254	0.3061	1.0690	0.006983	0.038580	0.01680	0.005617	NaN
43	43	87163	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868	NaN
44	44	911202	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	45	871122	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530	NaN
46	46	905686	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272	NaN

Dropping Columns

Misclassified_Results_of_DT_Model_x = Misclassified_Results_of_DT_Model_x.drop(['Unnamed: 32','id'], axis = 1)

#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split 
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_DT_Model_x,Misclassified_Results_of_DT_Model_y,test_size=0.2,random_state=0)

x_train_miss

	Unnamed: 0	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se
27	27	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671
32	32	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596
29	29	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971
43	43	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868
2	2	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470
45	45	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530
26	26	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560
15	15	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472
25	25	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619
16	16	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830
40	40	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479
20	20	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336
41	41	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838
8	8	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164
13	13	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980
5	5	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675
17	17	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232
34	34	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195
14	14	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787
37	37	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118
7	7	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053
38	38	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627
1	1	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228
12	12	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087
35	35	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794
24	24	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100
6	6	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952
23	23	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087
36	36	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578
21	21	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412
19	19	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588
9	9	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784
39	39	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480
46	46	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272
3	3	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585
0	0	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778
44	44	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638

rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)

RandomForestClassifier()

y_pred_Misclassified_Results_of_DT_Model = rfc.predict(x_test_miss)

print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_DT_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_DT_Model))

              precision    recall  f1-score   support

           B       1.00      1.00      1.00         4
           M       1.00      1.00      1.00         6

    accuracy                           1.00        10
   macro avg       1.00      1.00      1.00        10
weighted avg       1.00      1.00      1.00        10

[[4 0]
 [0 6]]

Feeding Misclassified Results of Naive Bayes to Random Forest Model

Reading the Misclassified Results of Naive Bayes Model

Misclassified_Results_of_NB_Model = pd.read_csv('Misclassified_Results_of_NB_Model.csv')
Misclassified_Results_of_NB_Model

	Unnamed: 0	id	diagnosis	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	0	897880	B	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778	NaN
1	1	923748	B	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228	NaN
2	2	874158	B	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470	NaN
3	3	89344	B	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	4	8810158	B	13.110	22.54	0.10020	0.14830	0.1850	0.07310	0.1931	0.9223	0.005251	0.030410	0.02514	0.004198	NaN
5	5	883852	B	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675	NaN
6	6	893988	B	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952	NaN
7	7	88299702	M	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053	NaN
8	8	8610629	B	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164	NaN
9	9	891703	B	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784	NaN
10	10	926682	M	20.130	28.25	0.09780	0.10340	0.1752	0.05533	0.7655	2.4630	0.005769	0.024230	0.01898	0.002498	NaN
11	11	913535	M	16.690	20.20	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.014460	0.01961	0.001700	NaN
12	12	901028	B	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087	NaN
13	13	86409	B	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980	NaN
14	14	91813701	B	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787	NaN
15	15	879804	B	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472	NaN
16	16	909220	B	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830	NaN
17	17	903507	M	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232	NaN
18	18	909445	M	17.270	25.42	0.08331	0.11090	0.1467	0.05407	0.5100	1.6790	0.008109	0.043080	0.01594	0.003739	NaN
19	19	868682	B	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588	NaN
20	20	881972	M	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336	NaN
21	21	84458202	M	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412	NaN
22	22	8711003	B	12.250	17.94	0.08654	0.06679	0.1970	0.06228	0.2200	0.9823	0.005518	0.015620	0.01799	0.002484	NaN
23	23	874217	M	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	24	862722	B	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100	NaN
25	25	87106	B	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	26	853401	M	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560	NaN
27	27	91903901	B	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671	NaN
28	28	857156	B	13.490	22.30	0.08752	0.07698	0.1809	0.05718	0.2338	1.3530	0.004455	0.013820	0.01641	0.001956	NaN
29	29	892399	B	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971	NaN
30	30	91505	B	12.540	16.32	0.11580	0.10850	0.1943	0.06612	0.2577	1.0950	0.009702	0.015670	0.02801	0.002480	NaN
31	31	857637	M	19.210	18.57	0.10530	0.12670	0.1917	0.05961	0.7275	1.1930	0.006458	0.023060	0.01852	0.002608	NaN
32	32	894604	B	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596	NaN
33	33	885429	M	19.730	19.82	0.10620	0.18490	0.1733	0.06697	0.7661	0.7800	0.008482	0.050570	0.01467	0.007259	NaN
34	34	878796	M	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195	NaN
35	35	88350402	B	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794	NaN
36	36	888264	M	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578	NaN
37	37	89812	M	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118	NaN
38	38	8911230	B	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627	NaN
39	39	915276	B	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480	NaN
40	40	8711002	B	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479	NaN
41	41	888570	M	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838	NaN
42	42	881861	M	12.830	22.33	0.10880	0.17990	0.2123	0.07254	0.3061	1.0690	0.006983	0.038580	0.01680	0.005617	NaN
43	43	87163	M	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868	NaN
44	44	911202	B	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	45	871122	B	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530	NaN
46	46	905686	B	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272	NaN

Label Encoding the Diagnosis Column

Misclassified_Results_of_NB_Model_y = Misclassified_Results_of_NB_Model['diagnosis']

Misclassified_Results_of_NB_Model_x = Misclassified_Results_of_NB_Model.drop(['diagnosis'], axis = 1)

Misclassified_Results_of_NB_Model_x

	Unnamed: 0	id	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	0	897880	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778	NaN
1	1	923748	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228	NaN
2	2	874158	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470	NaN
3	3	89344	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	4	8810158	13.110	22.54	0.10020	0.14830	0.1850	0.07310	0.1931	0.9223	0.005251	0.030410	0.02514	0.004198	NaN
5	5	883852	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675	NaN
6	6	893988	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952	NaN
7	7	88299702	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053	NaN
8	8	8610629	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164	NaN
9	9	891703	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784	NaN
10	10	926682	20.130	28.25	0.09780	0.10340	0.1752	0.05533	0.7655	2.4630	0.005769	0.024230	0.01898	0.002498	NaN
11	11	913535	16.690	20.20	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.014460	0.01961	0.001700	NaN
12	12	901028	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087	NaN
13	13	86409	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980	NaN
14	14	91813701	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787	NaN
15	15	879804	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472	NaN
16	16	909220	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830	NaN
17	17	903507	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232	NaN
18	18	909445	17.270	25.42	0.08331	0.11090	0.1467	0.05407	0.5100	1.6790	0.008109	0.043080	0.01594	0.003739	NaN
19	19	868682	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588	NaN
20	20	881972	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336	NaN
21	21	84458202	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412	NaN
22	22	8711003	12.250	17.94	0.08654	0.06679	0.1970	0.06228	0.2200	0.9823	0.005518	0.015620	0.01799	0.002484	NaN
23	23	874217	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	24	862722	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100	NaN
25	25	87106	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	26	853401	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560	NaN
27	27	91903901	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671	NaN
28	28	857156	13.490	22.30	0.08752	0.07698	0.1809	0.05718	0.2338	1.3530	0.004455	0.013820	0.01641	0.001956	NaN
29	29	892399	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971	NaN
30	30	91505	12.540	16.32	0.11580	0.10850	0.1943	0.06612	0.2577	1.0950	0.009702	0.015670	0.02801	0.002480	NaN
31	31	857637	19.210	18.57	0.10530	0.12670	0.1917	0.05961	0.7275	1.1930	0.006458	0.023060	0.01852	0.002608	NaN
32	32	894604	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596	NaN
33	33	885429	19.730	19.82	0.10620	0.18490	0.1733	0.06697	0.7661	0.7800	0.008482	0.050570	0.01467	0.007259	NaN
34	34	878796	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195	NaN
35	35	88350402	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794	NaN
36	36	888264	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578	NaN
37	37	89812	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118	NaN
38	38	8911230	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627	NaN
39	39	915276	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480	NaN
40	40	8711002	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479	NaN
41	41	888570	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838	NaN
42	42	881861	12.830	22.33	0.10880	0.17990	0.2123	0.07254	0.3061	1.0690	0.006983	0.038580	0.01680	0.005617	NaN
43	43	87163	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868	NaN
44	44	911202	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	45	871122	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530	NaN
46	46	905686	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272	NaN

Dropping Columns

Misclassified_Results_of_NB_Model_x = Misclassified_Results_of_NB_Model_x.drop(['Unnamed: 32','id'], axis = 1)

#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split 
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_NB_Model_x,Misclassified_Results_of_NB_Model_y,test_size=0.2,random_state=0)

x_train_miss

	Unnamed: 0	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se
27	27	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671
32	32	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596
29	29	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971
43	43	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868
2	2	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470
45	45	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530
26	26	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560
15	15	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472
25	25	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619
16	16	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830
40	40	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479
20	20	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336
41	41	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838
8	8	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164
13	13	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980
5	5	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675
17	17	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232
34	34	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195
14	14	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787
37	37	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118
7	7	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053
38	38	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627
1	1	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228
12	12	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087
35	35	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794
24	24	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100
6	6	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952
23	23	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087
36	36	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578
21	21	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412
19	19	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588
9	9	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784
39	39	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480
46	46	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272
3	3	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585
0	0	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778
44	44	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638

rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)

RandomForestClassifier()

y_pred_Misclassified_Results_of_NB_Model = rfc.predict(x_test_miss)

print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_NB_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_NB_Model))

              precision    recall  f1-score   support

           B       0.80      1.00      0.89         4
           M       1.00      0.83      0.91         6

    accuracy                           0.90        10
   macro avg       0.90      0.92      0.90        10
weighted avg       0.92      0.90      0.90        10

[[4 0]
 [1 5]]

Feeding Misclassified Results of KNN to Random Forest Model

Reading the Misclassified Results of KNN Model

Misclassified_Results_of_KNN_Model = pd.read_csv('Misclassified_Results_of_KNN_Model.csv')
Misclassified_Results_of_KNN_Model

	Unnamed: 0	id	diagnosis	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	0	897880	B	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778	NaN
1	1	923748	B	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228	NaN
2	2	874158	B	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470	NaN
3	3	89344	B	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	4	8810158	B	13.110	22.54	0.10020	0.14830	0.1850	0.07310	0.1931	0.9223	0.005251	0.030410	0.02514	0.004198	NaN
5	5	883852	B	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675	NaN
6	6	893988	B	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952	NaN
7	7	88299702	M	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053	NaN
8	8	8610629	B	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164	NaN
9	9	891703	B	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784	NaN
10	10	926682	M	20.130	28.25	0.09780	0.10340	0.1752	0.05533	0.7655	2.4630	0.005769	0.024230	0.01898	0.002498	NaN
11	11	913535	M	16.690	20.20	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.014460	0.01961	0.001700	NaN
12	12	901028	B	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087	NaN
13	13	86409	B	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980	NaN
14	14	91813701	B	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787	NaN
15	15	879804	B	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472	NaN
16	16	909220	B	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830	NaN
17	17	903507	M	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232	NaN
18	18	909445	M	17.270	25.42	0.08331	0.11090	0.1467	0.05407	0.5100	1.6790	0.008109	0.043080	0.01594	0.003739	NaN
19	19	868682	B	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588	NaN
20	20	881972	M	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336	NaN
21	21	84458202	M	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412	NaN
22	22	8711003	B	12.250	17.94	0.08654	0.06679	0.1970	0.06228	0.2200	0.9823	0.005518	0.015620	0.01799	0.002484	NaN
23	23	874217	M	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	24	862722	B	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100	NaN
25	25	87106	B	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	26	853401	M	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560	NaN
27	27	91903901	B	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671	NaN
28	28	857156	B	13.490	22.30	0.08752	0.07698	0.1809	0.05718	0.2338	1.3530	0.004455	0.013820	0.01641	0.001956	NaN
29	29	892399	B	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971	NaN
30	30	91505	B	12.540	16.32	0.11580	0.10850	0.1943	0.06612	0.2577	1.0950	0.009702	0.015670	0.02801	0.002480	NaN
31	31	857637	M	19.210	18.57	0.10530	0.12670	0.1917	0.05961	0.7275	1.1930	0.006458	0.023060	0.01852	0.002608	NaN
32	32	894604	B	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596	NaN
33	33	885429	M	19.730	19.82	0.10620	0.18490	0.1733	0.06697	0.7661	0.7800	0.008482	0.050570	0.01467	0.007259	NaN
34	34	878796	M	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195	NaN
35	35	88350402	B	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794	NaN
36	36	888264	M	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578	NaN
37	37	89812	M	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118	NaN
38	38	8911230	B	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627	NaN
39	39	915276	B	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480	NaN
40	40	8711002	B	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479	NaN
41	41	888570	M	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838	NaN
42	42	881861	M	12.830	22.33	0.10880	0.17990	0.2123	0.07254	0.3061	1.0690	0.006983	0.038580	0.01680	0.005617	NaN
43	43	87163	M	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868	NaN
44	44	911202	B	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	45	871122	B	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530	NaN
46	46	905686	B	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272	NaN

Label Encoding the Diagnosis Column

Misclassified_Results_of_KNN_Model_y = Misclassified_Results_of_KNN_Model['diagnosis']

Misclassified_Results_of_KNN_Model_x = Misclassified_Results_of_KNN_Model.drop(['diagnosis'], axis = 1)

Misclassified_Results_of_KNN_Model_x

	Unnamed: 0	id	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se	Unnamed: 32
0	0	897880	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778	NaN
1	1	923748	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228	NaN
2	2	874158	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470	NaN
3	3	89344	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585	NaN
4	4	8810158	13.110	22.54	0.10020	0.14830	0.1850	0.07310	0.1931	0.9223	0.005251	0.030410	0.02514	0.004198	NaN
5	5	883852	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675	NaN
6	6	893988	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952	NaN
7	7	88299702	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053	NaN
8	8	8610629	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164	NaN
9	9	891703	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784	NaN
10	10	926682	20.130	28.25	0.09780	0.10340	0.1752	0.05533	0.7655	2.4630	0.005769	0.024230	0.01898	0.002498	NaN
11	11	913535	16.690	20.20	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.014460	0.01961	0.001700	NaN
12	12	901028	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087	NaN
13	13	86409	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980	NaN
14	14	91813701	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787	NaN
15	15	879804	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472	NaN
16	16	909220	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830	NaN
17	17	903507	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232	NaN
18	18	909445	17.270	25.42	0.08331	0.11090	0.1467	0.05407	0.5100	1.6790	0.008109	0.043080	0.01594	0.003739	NaN
19	19	868682	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588	NaN
20	20	881972	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336	NaN
21	21	84458202	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412	NaN
22	22	8711003	12.250	17.94	0.08654	0.06679	0.1970	0.06228	0.2200	0.9823	0.005518	0.015620	0.01799	0.002484	NaN
23	23	874217	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087	NaN
24	24	862722	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100	NaN
25	25	87106	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619	NaN
26	26	853401	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560	NaN
27	27	91903901	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671	NaN
28	28	857156	13.490	22.30	0.08752	0.07698	0.1809	0.05718	0.2338	1.3530	0.004455	0.013820	0.01641	0.001956	NaN
29	29	892399	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971	NaN
30	30	91505	12.540	16.32	0.11580	0.10850	0.1943	0.06612	0.2577	1.0950	0.009702	0.015670	0.02801	0.002480	NaN
31	31	857637	19.210	18.57	0.10530	0.12670	0.1917	0.05961	0.7275	1.1930	0.006458	0.023060	0.01852	0.002608	NaN
32	32	894604	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596	NaN
33	33	885429	19.730	19.82	0.10620	0.18490	0.1733	0.06697	0.7661	0.7800	0.008482	0.050570	0.01467	0.007259	NaN
34	34	878796	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195	NaN
35	35	88350402	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794	NaN
36	36	888264	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578	NaN
37	37	89812	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118	NaN
38	38	8911230	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627	NaN
39	39	915276	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480	NaN
40	40	8711002	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479	NaN
41	41	888570	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838	NaN
42	42	881861	12.830	22.33	0.10880	0.17990	0.2123	0.07254	0.3061	1.0690	0.006983	0.038580	0.01680	0.005617	NaN
43	43	87163	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868	NaN
44	44	911202	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638	NaN
45	45	871122	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530	NaN
46	46	905686	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272	NaN

Dropping Columns

Misclassified_Results_of_KNN_Model_x = Misclassified_Results_of_KNN_Model_x.drop(['Unnamed: 32','id'], axis = 1)

#train_test_splitting of the dataset
from sklearn.model_selection import train_test_split 
x_train_miss,x_test_miss,y_train_miss,y_test_miss = train_test_split(Misclassified_Results_of_KNN_Model_x,Misclassified_Results_of_KNN_Model_y,test_size=0.2,random_state=0)

x_train_miss

	Unnamed: 0	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se
27	27	11.670	20.02	0.10160	0.09453	0.1859	0.06461	0.2067	0.8745	0.005251	0.017270	0.01449	0.002671
32	32	10.250	16.18	0.10610	0.11110	0.1743	0.07279	0.3677	1.4710	0.010490	0.042650	0.02719	0.007596
29	29	10.510	23.09	0.10150	0.06797	0.1695	0.06556	0.2868	1.1430	0.010170	0.014430	0.03464	0.001971
43	43	13.430	19.63	0.09048	0.06288	0.1598	0.05671	0.4697	1.1470	0.006003	0.010630	0.01520	0.001868
2	2	10.080	15.11	0.09267	0.04695	0.1703	0.06048	0.4245	1.2680	0.014390	0.012000	0.02538	0.003470
45	45	12.060	12.74	0.09311	0.05241	0.1590	0.05907	0.1822	0.7285	0.005528	0.009789	0.01465	0.002530
26	26	18.630	25.11	0.10640	0.18870	0.2183	0.06197	0.8307	1.4660	0.006248	0.033740	0.02007	0.004560
15	15	9.876	17.27	0.10890	0.07232	0.1934	0.06285	0.2137	1.3420	0.009719	0.012490	0.02210	0.002472
25	25	11.150	13.08	0.09754	0.05113	0.1830	0.06105	0.2251	0.7815	0.009019	0.008985	0.02388	0.001619
16	16	14.040	15.98	0.08458	0.05895	0.1714	0.05898	0.3892	1.0460	0.007976	0.012950	0.02005	0.002830
40	40	13.150	15.34	0.09384	0.08498	0.1822	0.06207	0.2710	0.7927	0.008584	0.020170	0.02769	0.003479
20	20	17.050	19.08	0.11410	0.15720	0.2131	0.06325	0.2959	0.6790	0.005532	0.020080	0.01177	0.002336
41	41	17.290	22.13	0.08999	0.12730	0.2108	0.05464	0.8348	1.6330	0.006717	0.059810	0.02747	0.005838
8	8	13.530	10.94	0.12910	0.10470	0.2403	0.06641	0.4101	1.0140	0.013400	0.028390	0.02572	0.006164
13	13	14.260	19.65	0.07837	0.22330	0.1704	0.07769	0.3628	1.4900	0.005298	0.074460	0.02566	0.012980
5	5	11.300	18.19	0.09592	0.13250	0.2054	0.07669	0.2428	1.6420	0.006663	0.059140	0.01995	0.008675
17	17	15.490	19.97	0.11600	0.15620	0.1929	0.06744	0.6470	1.3310	0.007269	0.029280	0.01852	0.004232
34	34	23.290	26.67	0.11410	0.20840	0.2200	0.06229	0.5539	1.5600	0.009327	0.051210	0.02175	0.005195
14	14	13.460	18.75	0.10750	0.11380	0.1723	0.06317	0.1998	0.6068	0.004413	0.014430	0.01354	0.001787
37	37	23.510	24.27	0.10690	0.12830	0.1797	0.05506	1.0090	0.9245	0.006292	0.019710	0.01479	0.003118
7	7	23.210	26.97	0.09509	0.16820	0.1909	0.06309	1.0580	0.9635	0.006428	0.028630	0.01590	0.003053
38	38	11.330	14.16	0.09379	0.03872	0.1954	0.05821	0.2375	1.2800	0.008426	0.008998	0.02358	0.001627
1	1	10.860	21.48	0.07431	0.04227	0.1661	0.05948	0.3163	1.3040	0.009579	0.011040	0.03004	0.002228
12	12	13.870	16.21	0.08743	0.05492	0.1424	0.05883	0.2543	1.3630	0.005638	0.007939	0.01544	0.002087
35	35	13.640	15.60	0.09423	0.06630	0.1717	0.05660	0.3242	0.6612	0.006470	0.012480	0.01898	0.001794
24	24	6.981	13.43	0.11700	0.07568	0.1930	0.07818	0.2241	1.5080	0.010190	0.010840	0.02659	0.004100
6	6	11.540	10.72	0.08597	0.05969	0.1833	0.06100	0.1312	0.3602	0.004124	0.013400	0.02032	0.001952
23	23	18.310	18.58	0.08588	0.08468	0.1621	0.05425	0.2577	0.4757	0.002866	0.009181	0.01069	0.001087
36	36	17.350	23.06	0.08662	0.06290	0.1564	0.05307	0.4007	1.3170	0.005726	0.011060	0.01411	0.001578
21	21	13.710	20.83	0.11890	0.16450	0.2196	0.07451	0.5835	1.3770	0.008805	0.030290	0.01486	0.005412
19	19	11.430	15.39	0.09639	0.06889	0.1734	0.05865	0.1759	0.9938	0.005133	0.015210	0.01501	0.001588
9	9	11.850	17.46	0.08372	0.05642	0.1875	0.05715	0.2070	1.2380	0.007595	0.015000	0.01792	0.001784
39	39	9.676	13.14	0.12550	0.22040	0.2057	0.09575	0.2744	1.3900	0.021770	0.048880	0.02632	0.011480
46	46	11.890	21.17	0.09773	0.08120	0.2019	0.06290	0.2747	1.2030	0.009895	0.030530	0.02258	0.002272
3	3	13.200	15.82	0.08511	0.05251	0.1632	0.05894	0.1903	0.5735	0.003632	0.007861	0.01344	0.002585
0	0	10.050	17.53	0.10070	0.07326	0.1890	0.06331	0.2619	2.0150	0.007803	0.014490	0.02100	0.002778
44	44	12.620	17.15	0.08583	0.05430	0.1799	0.05826	0.1692	0.6674	0.003888	0.008539	0.01608	0.001638

x_test_miss

	Unnamed: 0	radius_mean	texture_mean	smoothness_mean	compactness_mean	symmetry_mean	fractal_dimension_mean	radius_se	texture_se	smoothness_se	compactness_se	symmetry_se	fractal_dimension_se
28	28	13.49	22.30	0.08752	0.07698	0.1809	0.05718	0.2338	1.3530	0.004455	0.01382	0.01641	0.001956
33	33	19.73	19.82	0.10620	0.18490	0.1733	0.06697	0.7661	0.7800	0.008482	0.05057	0.01467	0.007259
30	30	12.54	16.32	0.11580	0.10850	0.1943	0.06612	0.2577	1.0950	0.009702	0.01567	0.02801	0.002480
4	4	13.11	22.54	0.10020	0.14830	0.1850	0.07310	0.1931	0.9223	0.005251	0.03041	0.02514	0.004198
18	18	17.27	25.42	0.08331	0.11090	0.1467	0.05407	0.5100	1.6790	0.008109	0.04308	0.01594	0.003739
11	11	16.69	20.20	0.07497	0.07112	0.1846	0.05325	0.2473	0.5679	0.002667	0.01446	0.01961	0.001700
42	42	12.83	22.33	0.10880	0.17990	0.2123	0.07254	0.3061	1.0690	0.006983	0.03858	0.01680	0.005617
31	31	19.21	18.57	0.10530	0.12670	0.1917	0.05961	0.7275	1.1930	0.006458	0.02306	0.01852	0.002608
22	22	12.25	17.94	0.08654	0.06679	0.1970	0.06228	0.2200	0.9823	0.005518	0.01562	0.01799	0.002484
10	10	20.13	28.25	0.09780	0.10340	0.1752	0.05533	0.7655	2.4630	0.005769	0.02423	0.01898	0.002498

y_train_miss

27    B
32    B
29    B
43    M
2     B
45    B
26    M
15    B
25    B
16    B
40    B
20    M
41    M
8     B
13    B
5     B
17    M
34    M
14    B
37    M
7     M
38    B
1     B
12    B
35    B
24    B
6     B
23    M
36    M
21    M
19    B
9     B
39    B
46    B
3     B
0     B
44    B
Name: diagnosis, dtype: object

y_test_miss

28    B
33    M
30    B
4     B
18    M
11    M
42    M
31    M
22    B
10    M
Name: diagnosis, dtype: object

rfc=RandomForestClassifier()
rfc.fit(x_train_miss,y_train_miss)

RandomForestClassifier()

y_pred_Misclassified_Results_of_KNN_Model = rfc.predict(x_test_miss)

y_pred_Misclassified_Results_of_KNN_Model

array(['B', 'M', 'B', 'B', 'M', 'M', 'B', 'M', 'B', 'M'], dtype=object)

print(classification_report(y_test_miss,y_pred_Misclassified_Results_of_KNN_Model))
print(confusion_matrix(y_test_miss,y_pred_Misclassified_Results_of_KNN_Model))

              precision    recall  f1-score   support

           B       0.80      1.00      0.89         4
           M       1.00      0.83      0.91         6

    accuracy                           0.90        10
   macro avg       0.90      0.92      0.90        10
weighted avg       0.92      0.90      0.90        10

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